{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Evaluating Robustness by executing AutoAttack in parallel"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook demonstrates executing multiple attacks in parallel using AutoAttack. The __parallel__ mode of AutoAttack facilitates identifying attacks which are robust such that they successful fool an image classifier, and generate adversarial images which have fewer perturbations added, thus closer resembling the original image making it harder for it to be detected as malicious."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from art.attacks.evasion.auto_attack import AutoAttack\n",
    "from art.estimators.classification.pytorch import PyTorchClassifier\n",
    "import numpy as np\n",
    "import os\n",
    "from tests.utils import load_dataset\n",
    "import torch\n",
    "from art.attacks.evasion.projected_gradient_descent.projected_gradient_descent_pytorch import ProjectedGradientDescentPyTorch\n",
    "from art.attacks.evasion.deepfool import DeepFool\n",
    "from art.attacks.evasion.square_attack import SquareAttack\n",
    "from tests.utils import get_cifar10_image_classifier_pt\n",
    "import matplotlib.pyplot as plt\n",
    "from art.utils import load_dataset\n",
    "\n",
    "import logging\n",
    "logger = logging.getLogger()\n",
    "logger.setLevel(logging.WARNING)\n",
    "\n",
    "(x_train, y_train), (x_test, y_test), min_, max_ = load_dataset('cifar10')\n",
    "i = 10\n",
    "x_train = x_train[:i, :].transpose(0, 3, 1, 2).astype('float32')\n",
    "x_test = x_test[:i, :].transpose(0, 3, 1, 2).astype('float32')\n",
    "y_train = y_train[:i, :].astype('float32')\n",
    "y_test = y_test[:i, :].astype('float32')\n",
    "\n",
    "labels = ['airplane', 'automobile', 'bird', 'cat', 'deer', 'dog', 'frog', 'horse', 'ship', 'truck']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Example prediction using classifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "classifier = get_cifar10_image_classifier_pt()\n",
    "preds = classifier.predict(x_train)\n",
    "\n",
    "f, ax = plt.subplots(1, 1, constrained_layout = False)\n",
    "ax.set_title(f'Pred: {labels[np.argmax(y_train[0])]}\\nGround Truth: {labels[np.argmax(preds[[0]])]}')\n",
    "ax.imshow(x_train[0].transpose(1,2,0))\n",
    "ax.set_xlabel('Original Image')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Create a number of differently initialized attacks to test\n",
    "- vary the max_iter values, all others fixed\n",
    "- vary the eps_step values, all others fixed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "max_iter values: [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20]\n",
      "eps_step values: [0.001, 0.011, 0.021, 0.031, 0.041, 0.051, 0.061, 0.071, 0.081, 0.091, 0.101, 0.111, 0.121, 0.131, 0.141, 0.151, 0.161, 0.171, 0.181, 0.191]\n",
      "Number of attacks: 40\n"
     ]
    }
   ],
   "source": [
    "n = 20\n",
    "attacks = []\n",
    "\n",
    "# create multiple values for max_iter\n",
    "max_iter = [i+1 for i in list(range(n))]\n",
    "print('max_iter values:', max_iter)\n",
    "\n",
    "# create multiple values for eps\n",
    "eps_steps = [round(float(i/100+0.001), 3) for i in list(range(n))]\n",
    "print('eps_step values:', eps_steps)\n",
    "\n",
    "for i, eps_step in enumerate(eps_steps):\n",
    "    attacks.append(\n",
    "        ProjectedGradientDescentPyTorch(\n",
    "            estimator=classifier,\n",
    "            norm=np.inf,\n",
    "            eps=0.1,\n",
    "            eps_step=eps_step,\n",
    "            max_iter=10,\n",
    "            targeted=False,\n",
    "            batch_size=32,\n",
    "            verbose=False\n",
    "        )\n",
    "    )\n",
    "    attacks.append(\n",
    "        ProjectedGradientDescentPyTorch(\n",
    "            estimator=classifier,\n",
    "            norm=np.inf,\n",
    "            eps=0.1,\n",
    "            max_iter=max_iter[i],\n",
    "            targeted=False,\n",
    "            batch_size=32,\n",
    "            verbose=False\n",
    "        )\n",
    "    )\n",
    "    \n",
    "print('Number of attacks:', len(attacks))\n",
    "attack_parallel = AutoAttack(estimator=classifier, attacks=attacks, targeted=True, parallel=True)\n",
    "attack_non_parallel = AutoAttack(estimator=classifier, attacks=attacks, targeted=True)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Run the attack\n",
    "- using non-parallel AutoAttack\n",
    "- using parallel AutoAttack"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/kieranfraser/git/personal/art/env/lib/python3.9/multiprocessing/resource_tracker.py:216: UserWarning: resource_tracker: There appear to be 1 leaked semaphore objects to clean up at shutdown\n",
      "  warnings.warn('resource_tracker: There appear to be %d '\n",
      "/Users/kieranfraser/git/personal/art/env/lib/python3.9/multiprocessing/resource_tracker.py:216: UserWarning: resource_tracker: There appear to be 1 leaked semaphore objects to clean up at shutdown\n",
      "  warnings.warn('resource_tracker: There appear to be %d '\n",
      "/Users/kieranfraser/git/personal/art/env/lib/python3.9/multiprocessing/resource_tracker.py:216: UserWarning: resource_tracker: There appear to be 1 leaked semaphore objects to clean up at shutdown\n",
      "  warnings.warn('resource_tracker: There appear to be %d '\n",
      "/Users/kieranfraser/git/personal/art/env/lib/python3.9/multiprocessing/resource_tracker.py:229: UserWarning: resource_tracker: '/loky-2595-nh_wgd4i': [Errno 2] No such file or directory\n",
      "  warnings.warn('resource_tracker: %r: %s' % (name, e))\n"
     ]
    }
   ],
   "source": [
    "# Run ART attack in non-parallel mode\n",
    "nonparallel_adv = attack_non_parallel.generate(x=x_train, y=y_train)\n",
    "\n",
    "# Run ART attack in parallel mode\n",
    "parallel_adv = attack_parallel.generate(x=x_train, y=y_train)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Is the attack robust?\n",
    "If the attack is robust, predictions for each image will be incorrect and therefore the attack is fully robust."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Is AutoAttack non-parallel fully robust: True\n",
      "Is AutoAttack parallel fully robust: True\n"
     ]
    }
   ],
   "source": [
    "predictions_parallel = np.sum(np.argmax(classifier.predict(parallel_adv), axis=1) == np.argmax(y_train, axis=1)) == 0\n",
    "predictions_notparallel = np.sum(np.argmax(classifier.predict(nonparallel_adv), axis=1) == np.argmax(y_train, axis=1)) == 0\n",
    "\n",
    "print(f'Is AutoAttack non-parallel fully robust: {predictions_notparallel}')\n",
    "print(f'Is AutoAttack parallel fully robust: {predictions_parallel}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Visualize the adversarial images and perturbations\n",
    "- The first column images is the original image. The title shows the ground truth label and the classifier prediction on the original image. Note that as we are passing ground truth labels to the __generate__ method, attacks won't add perturbations to images that are already misclassified. Perturbations are added to images in which the classifier made correct predictions. \n",
    "\n",
    "- The second column images are adversarial images generated by AutoAttack in non-parallel mode - these should be identical to ART core (this is a sanity check to ensure changes have not changed core functionality).\n",
    "\n",
    "- The fourth column images are adversarial images generated by AutoAttack in parallel mode. Note how parallel model achieves lower L2 distance between the original and adversarial image - as all jobs are run in parallel mode, more attacks can be evaluated and successful attacks with lower perturbations added can be selected."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1500x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1500x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABZkAAAHrCAYAAACtlpOGAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy89olMNAAAACXBIWXMAAA9hAAAPYQGoP6dpAAByhUlEQVR4nO3dd3yT5f7/8XfSke7SskoFyhRUhorKQUVAkeUAt+IAxcVQERUPxwGigHsLzgMe9zjHxVEUEPCIgICgooKABVH2aAvdTa7fH/6ar7Ftkuumpev1fDz6gNz55LqvO3eSd/PJ3TsuY4wRAAAAAAAAAAAOuKt7AgAAAAAAAACA2osmMwAAAAAAAADAMZrMAAAAAAAAAADHaDIDAAAAAAAAAByjyQwAAAAAAAAAcIwmMwAAAAAAAADAMZrMAAAAAAAAAADHaDIDAAAAAAAAAByjyQwAAAAAAAAAcIwmM+CQy+XSpEmTqnsaQQ0fPlwJCQnVPY1Kt2nTJrlcLj388MPVPRUAAAAAAIB6jyYzqlRmZqbGjBmjww8/XHFxcYqLi9ORRx6p0aNH67vvvqvu6VWp3r17y+Vyhfw52EZ1Xl6eJk2apIULF1bKvGva+gAAAAAAAFCzRVb3BFB3zZ49WxdddJEiIyN16aWXqmvXrnK73Vq7dq3+85//aMaMGcrMzFRGRkZ1T7VK3HHHHbr66qv9l5cvX64nn3xS//jHP3TEEUf4l3fp0uWg1pOXl6d77rlH0h+N7ap2qNcHAAAAAACAmo0mM6rExo0bdfHFFysjI0Pz589Xs2bNAq5/4IEHNH36dLndwQ+mz83NVXx8fFVOtcqcfvrpAZdjYmL05JNP6vTTTw/anK3N21yeurY9AAAAAAAACMTpMlAlHnzwQeXm5mrmzJllGsySFBkZqRtvvFEtWrTwLys9f/DGjRs1aNAgJSYm6tJLL5X0R6PylltuUYsWLeTxeNShQwc9/PDDMsb4b196nt5Zs2aVWd9fT0sxadIkuVwubdiwQcOHD1eDBg2UnJysK6+8Unl5eQG3LSws1M0336zGjRsrMTFRZ599tn777beDvIcC5/Hjjz9q6NChSklJ0cknnyzpj6OEy2tGDx8+XK1atfJvc+PGjSVJ99xzT4Wn4Pj99981ZMgQJSQkqHHjxrr11lvl9XoDarZt26a1a9equLi4wvmGWl+wfdiqVSsNHz68zJjlbWdBQYEmTZqkww8/XDExMWrWrJnOPfdcbdy4scK5GWN07bXXKjo6Wv/5z38qrAMAAAAAAEDl4khmVInZs2erXbt26t69u9XtSkpK1L9/f5188sl6+OGHFRcXJ2OMzj77bC1YsEAjRozQ0UcfrU8//VS33Xabfv/9dz322GOO53nhhReqdevWmjZtmr755hu9+OKLatKkiR544AF/zdVXX61XX31VQ4cO1YknnqjPP/9cZ5xxhuN1lueCCy5Q+/btNXXq1IDGeSiNGzfWjBkzNHLkSJ1zzjk699xzJQWegsPr9ap///7q3r27Hn74Yc2bN0+PPPKI2rZtq5EjR/rrJkyYoJdfflmZmZn+JraT9ZW3D214vV6deeaZmj9/vi6++GLddNNN2r9/v+bOnas1a9aobdu25d7mqquu0ltvvaX33nuv0vcPAAAAAAAAKkaTGZUuJydHW7du1ZAhQ8pcl5WVpZKSEv/l+Ph4xcbG+i8XFhbqggsu0LRp0/zLPvjgA33++ee67777dMcdd0iSRo8erQsuuEBPPPGExowZU27jMRzHHHOMXnrpJf/lPXv26KWXXvI3mb/99lu9+uqrGjVqlJ555hn/ui+99NJK/eLCrl276vXXX7e+XXx8vM4//3yNHDlSXbp00WWXXVampqCgQBdddJHuuusuSdL111+vY489Vi+99FJAk7my1lfePrTxr3/9S/Pnz9ejjz6qm2++2b/873//e7kN+JKSEl122WX68MMP9eGHH6pfv36O1gsAAAAAAABnOF0GKl1OTo4kKSEhocx1vXv3VuPGjf0/pY3bP/tr4/Pjjz9WRESEbrzxxoDlt9xyi4wx+uSTTxzP9frrrw+43LNnT+3Zs8e/DR9//LEklVn32LFjHa8znHlUtvK285dffglYNmvWLBljKjyK2YZt8/rP/v3vf6tRo0a64YYbylzncrkCLhcVFemCCy7Q7Nmz9fHHH9NgBgAAAAAAqAYcyYxKl5iYKEk6cOBAmeuee+457d+/Xzt27Cj3KNjIyEg1b948YNnmzZuVnp7uH7fUEUcc4b/eqZYtWwZcTklJkSTt27dPSUlJ2rx5s9xud5kjpTt06OB4neVp3bp1pY73ZzExMf7zKJdKSUnRvn37qmR95e1DGxs3blSHDh0UGRn65WnatGk6cOCAPvnkk6BfpggAAAAAAICqw5HMqHTJyclq1qyZ1qxZU+a67t27q2/fvjrppJPKva3H45Hb7exh+dejXEv99Qvu/iwiIqLc5TbnRa4Mfz5lSCkn21OeiraxqlS0Dytre/6sf//+io+P14MPPqiCggLH4wAAAAAAAMA5msyoEmeccYY2bNigr7/++qDHysjI0NatW7V///6A5WvXrvVfL/3fUchZWVkBdQdzpHNGRoZ8Pp82btwYsHzdunWOxwxXSkpKmW2Rym5PRc3bquJ0feFuT9u2bbVu3ToVFxeHHPNvf/ub3n//fX311Ve64IILAs73DQAAAAAAgEODJjOqxPjx4xUXF6errrpKO3bsKHO9zZHCgwYNktfr1dNPPx2w/LHHHpPL5dLAgQMlSUlJSWrUqJG++OKLgLrp06c72II/lI795JNPBix//PHHHY8ZrrZt22rt2rXatWuXf9m3336rxYsXB9TFxcVJKttct7Vt2zatXbs2ZHPX6fratm2rpUuXqqioyL9s9uzZ2rJlS0Ddeeedp927d5fZ31L5j5u+ffvqzTff1Jw5c3T55ZfL5/NZzQsAAAAAAAAHh3Myo0q0b99er7/+ui655BJ16NBBl156qbp27SpjjDIzM/X666/L7XaHde7es846S3369NEdd9yhTZs2qWvXrvrss8/0wQcfaOzYsQHnS7766qt1//336+qrr9Zxxx2nL774Qj///LPj7Tj66KN1ySWXaPr06crOztaJJ56o+fPna8OGDY7HDNdVV12lRx99VP3799eIESO0c+dOPfvsszrqqKP8X0wo/XGqjSOPPFJvvfWWDj/8cKWmpqpTp07q1KmT1fomTJigl19+WZmZmUG//M/p+q6++mq9++67GjBggC688EJt3LhRr776apnzXV9xxRX617/+pXHjxunrr79Wz549lZubq3nz5mnUqFEaPHhwmbGHDBmimTNn6oorrlBSUpKee+45q20HAAAAAACAcxzJjCozePBgff/99xo6dKg+++wz3XTTTbr55pv1wQcf6IwzztA333yjiy++OOQ4brdbH374ocaOHavZs2dr7Nix+vHHH/XQQw/p0UcfDai9++67NWLECL377rsaP368vF6vPvnkk4Pajn/+85+68cYbNWfOHI0fP17FxcX673//e1BjhuOII47Qv/71L2VnZ2vcuHH68MMP9corr+jYY48tU/viiy/qsMMO080336xLLrlE7777bpXOzcn6+vfvr0ceeUQ///yzxo4dqyVLlmj27NllPmiIiIjQxx9/rDvuuEPLli3T2LFj9eijjyopKUmdO3eucPzLLrtMzzzzjJ5//nnddtttB72NAAAAAAAACI/LHOpvOAMAAAAAAAAA1BkcyQwAAAAAAAAAcIwmMwAAAAAAAADAMZrMAAAAAAAAAADHaDIDAAAAkgoLC3XVVVepZcuWSkpK0t/+9jctWbKkuqcFAAAskOdA9aDJDAAAAEgqKSlRq1at9OWXXyorK0tjx47VWWedpQMHDlT31AAAQJjIc6B60GQGAABApZs0aZJcLpd2794dsnbWrFlyuVzatGlTpc7hwQcfVMeOHeXz+cKqj4+P1913362WLVvK7Xbr4osvVnR0tNatW1ep84L07LPPqmXLliosLKzuqQAAJC1fvlwnnnii4uPj5XK5tHr16uqekh95XnOR5/gzmszAn7Rq1UrDhw/3X164cKFcLpcWLlxYaetwuVyaNGlSpY1XF7Rq1UpnnnlmdU8DAFCH5OTk6IEHHtDtt98ut7vsr7yzZs1Sx44ddfPNN1c4xvr167V37161a9fuoOdT+jtFeT9Lly4NefvCwkLdfvvtSk9PV2xsrLp37665c+ce9HrCHVeSvvnmG5199tlKTU1VXFycOnXqpCeffDLovKdMmSKXy6VOnToFLB8+fLiKior03HPPhdx2AEDVKi4u1gUXXKC9e/fqscce0yuvvKKMjIzqnpakmpfnP/zwgy644AK1adNGcXFxatSokU455RR99NFHYd1+5cqVGjBggJKSkpSYmKh+/fpV2NC3qV2/fr0uvvhiNW/eXHFxcerYsaMmT56svLy8MrXh5Hm420me488iq3sCQKlZs2bpyiuv9F/2eDxq2bKl+vXrp7vuuktNmzatxtnZ+fjjj/X111/Ximby9OnTFRcXF9BcBwDgULr88st18cUXy+PxVNqY//znP1VSUqJLLrmkzHUbNmzQ9ddfr9tvv12vvvqqHnvssTI1+fn5uuyyyzRhwgQlJydX2rxuvPFGHX/88QHLwnnTO3z4cL377rsaO3as2rdvr1mzZmnQoEFasGCBTj75ZMfrCXfczz77TGeddZaOOeYY3XXXXUpISNDGjRv122+/VTjn3377TVOnTlV8fHyZ62JiYjRs2DA9+uijuuGGG+RyuULeBwCAqrFx40Zt3rxZL7zwgq6++urqnk6Ampbnmzdv1v79+zVs2DClp6crLy9P//73v3X22Wfrueee07XXXlvhbb/55hudfPLJatGihSZOnCifz6fp06erV69e+vrrr9WhQwdHtVu2bNEJJ5yg5ORkjRkzRqmpqVqyZIkmTpyolStX6oMPPvDXhpvn4W4neY4ABqghZs6caSSZyZMnm1deecW88MILZtiwYcbtdpvWrVub3NzcKp9DRkaGGTZsmP+y1+s1+fn5xuv1Wo0zevRoU9HTKz8/3xQXFx/MNCvVUUcdZXr16lWtc8jIyDBnnHFGtc4BAFC5Jk6caCSZXbt2Vcv6u3TpYi677LJyr7vjjjvMmWeeaZ566inTvXv3MtcXFRWZM844wwwdOtT4fL5Kmc+CBQuMJPPOO+9Y33bZsmVGknnooYf8y/Lz803btm1Njx49HK8n3HGzs7NN06ZNzTnnnGP1O9FFF11kTj31VNOrVy9z1FFHlbl+xYoVRpKZP39+2GMCACrfokWLwsqOAwcOHKIZ/Z+aluflKSkpMV27djUdOnQIWjdo0CCTkpJidu/e7V+2detWk5CQYM4991zHtVOmTDGSzJo1awKWX3HFFUaS2bt3rzHGeZ6H2k7yHKU4XQZqnIEDB+qyyy7T1VdfrVmzZmns2LHKzMwM+PTtr3Jzc6tkLm63WzExMeX+WY5TMTExioysnX9EUFX3MwCg9tm/f7/Gjh2rVq1ayePxqEmTJjr99NP1zTffBNRlZWVp+PDhatCggZKTk3XllVeW+dPNv56TufR8zmvXrtWFF16opKQkNWzYUDfddJMKCgpCzi0zM1Pfffed+vbtW+71H330kc4++2wtX75cxxxzTMB1Pp9Pl19+uVwul15++eUqOSJn//79KikpCbv+3XffVURERMDRUTExMRoxYoSWLFmiLVu2OFpPuOO+/vrr2rFjh6ZMmSK3263c3NyQ58X84osv9O677+rxxx+vsKZbt25KTU0N+jseAKBqDR8+XL169ZIkXXDBBXK5XOrdu7c/i3/88UcNHTpUKSkpAX/hsmrVKg0cOFBJSUlKSEjQaaedVu5pmRYuXKjjjjtOMTExatu2rZ577jn/2KHU9DwvFRERoRYtWigrKyto3f/+9z/17dtXDRs29C9r1qyZevXqpdmzZwd8MaFNbU5OjiSV+evvZs2aye12Kzo6WpKzPA9nO8lzlKLJjBrv1FNPlfRHwEh/hGDpn3QMGjRIiYmJuvTSSyX9ESSPP/64jjrqKMXExKhp06a67rrrtG/fvoAxjTG67777/Ocr6tOnj3744Ycy667onMzLli3ToEGDlJKSovj4eHXp0kVPPPGEf37PPPOMJAWcB7FUeedkDiegS9+AL168WOPGjVPjxo0VHx+vc845R7t27Qqozc7O1tq1a5WdnR30vm3VqpV++OEHLVq0yD/P3r17B6xv0aJFGjVqlJo0aaLmzZv7t7FVq1Zlxqvol4VXX31VJ5xwguLi4pSSkqJTTjlFn332WdC5vfzyy4qMjNRtt90WtA4AUD2uv/56zZgxQ+edd56mT5+uW2+9VbGxsfrpp58C6i688ELt379f06ZN04UXXqhZs2bpnnvuCWsdF154oQoKCjRt2jQNGjRITz75ZNA/Qy311VdfSZKOPfbYMtft3r1b33//vXr16qV58+bptNNOC7j+uuuu07Zt2/TOO++U+6FwcXGxdu/eHdZPeW/crrzySiUlJSkmJkZ9+vTRihUrQm7PqlWrdPjhhyspKSlg+QknnCBJ5Z6fMZz1hDvuvHnzlJSUpN9//10dOnRQQkKCkpKSNHLkyHKb/l6vVzfccIOuvvpqde7cOei2HXvssVq8eHHQGgBA1bnuuuv0j3/8Q9Ifp1p65ZVXdMcdd/ivv+CCC5SXl6epU6fqmmuukfTH+Xp79uypb7/9VuPHj9ddd92lzMxM9e7dW8uWLfPfdtWqVRowYID27Nmje+65RyNGjNDkyZP1/vvvhzW3mpznubm52r17tzZu3KjHHntMn3zySZk5/FVhYaFiY2PLLI+Li1NRUZHWrFnjqLb0PfyIESO0evVqbdmyRW+99ZZmzJihG2+80X/aKts8t9lO8hwS52RGLbBx40ZJCvgEr6SkRP3799fJJ5+shx9+WHFxcZL+CJLSczvfeOONyszM1NNPP61Vq1Zp8eLFioqKkiTdfffduu+++zRo0CANGjRI33zzjfr166eioqKQ85k7d67OPPNMNWvWTDfddJPS0tL0008/afbs2brpppt03XXXaevWrZo7d65eeeWVkOOVBnRSUpLGjx+vqKgoPffcc+rdu7cWLVqk7t27B9TfcMMNSklJ0cSJE7Vp0yY9/vjjGjNmjN566y1/zXvvvacrr7xSM2fODHqu5ccff1w33HCDEhIS/L9I/PXTz1GjRqlx48a6++67HR3JfM8992jSpEk68cQTNXnyZEVHR2vZsmX6/PPP1a9fv3Jv8/zzz+v666/XP/7xD913333W6wQAVL3//ve/uuaaa/TII4/4l40fP75M3THHHKOXXnrJf3nPnj166aWX9MADD4RcR+vWrf1HxYwePVpJSUn+hnaXLl0qvN3atWv9t/+rJUuWqEGDBtq6datyc3N1xhln+K/bvHmzXnzxRcXExKhRo0b+5Z988ol69uwpSVq8eLH69OkTcu7SHx+Ql34oGx0drfPOO0+DBg1So0aN9OOPP+rhhx9Wz5499dVXX5U5AuvPtm3bpmbNmpVZXrps69at/mU26wl33PXr16ukpESDBw/WiBEjNG3aNC1cuFBPPfWUsrKy9MYbbwTc/tlnn9XmzZs1b968kPdRmzZtwvp9CQBQNXr06KHCwkJNnTpVPXv21Pnnny9J/oZh165d9frrrwfc5s4771RxcbG+/PJLtWnTRpJ0xRVXqEOHDho/frwWLVokSZo4caIiIiK0ePFipaenS/rjA+QjjjgirLnVxDwvdcstt/i/7M7tduvcc8/V008/HXScDh06aOnSpfJ6vYqIiJAkFRUV+Rvzv//+u6PaAQMG6N5779XUqVP14Ycf+pffcccdAe+nbfPcZjvJc0g0mVEDZWdna/fu3SooKNDixYs1efJkxcbG6swzz/TXFBYW6oILLtC0adP8y7788ku9+OKLeu211zR06FD/8j59+mjAgAF65513NHToUO3atUsPPvigzjjjDH300Uf+I2/vuOMOTZ06NejcvF6vrrvuOjVr1kyrV69WgwYN/NcZYyT9EdKHH3645s6dq8suuyzk9oYb0KUaNmyozz77zD9vn8+nJ598UtnZ2dZfZDBkyBDdeeedatSoUYVzTU1N1fz58/3BZmPDhg2aPHmyzjnnHL377rsBpx0pvb/+6sknn9TYsWM1efJk3XnnndbrBAAcGg0aNNCyZcu0detW/xvH8lx//fUBl3v27Kn33ntPOTk5ZY6g/avRo0cHXL7hhhs0ffp0ffzxx0GbzHv27FFkZKQSEhLKXLd8+XJ17txZzz77rC699NKAo4QyMjIqzKdSXbt21dy5c4PWlEpLS/P//8QTT9SJJ57ov3z22Wfr/PPPV5cuXTRhwgTNmTOnwnHy8/PL/VLEmJgY//VO1hPuuAcOHFBeXp6uv/56/7fPn3vuuf5vk588ebLat28v6Y/7/u6779Zdd92lxo0bB7l3/pCSkqL8/Hzl5eX5DxoAANQcf81xr9erzz77TEOGDPG/f5X++IBy6NCheuGFF5STk6P4+HjNmzdP55xzTsDvCe3atdPAgQP10UcfhVx3TczzUmPHjtX555+vrVu36u2335bX6w150NqoUaM0cuRIjRgxQuPHj5fP59N9992nbdu2SQrMc5ta6Y+/Uj7llFN03nnnqWHDhvrvf/+rqVOnKi0tTWPGjJFkl+e220meQ6LJjBror+dbysjI0GuvvabDDjssYPnIkSMDLr/zzjtKTk7W6aefrt27d/uXd+vWTQkJCVqwYIGGDh2qefPmqaioqMw3n44dOzZkk3nVqlXKzMzUY489FtBgluToHE/hBvSf34Rfe+21Aevq2bOnHnvsMW3evNn/hnv48OFBj2C2cc011zhqMEvS+++/L5/Pp7vvvrvMea3Lu78efPBB3X777XrwwQc5TQYA1HAPPvighg0bphYtWqhbt24aNGiQrrjiioA8k6SWLVsGXE5JSZEk7du3L2ST+a9vdNq2bSu32+0/d7MT69atU0REhD744AP9+OOP1rdPSUmp8NyQttq1a6fBgwfrP//5T8CRSn8VGxurwsLCMstL/7S1vD+nDWc94Y5b+u8ll1wSUDd06FA999xzWrJkiX9f3XnnnUpNTdUNN9wQdE6lSpsAfBs9ANRMfz2KeNeuXcrLy1OHDh3K1B5xxBHy+XzasmWLUlNTlZ+fr3bt2pWpK2+ZrerO844dO6pjx46S/jhIrF+/fjrrrLO0bNmyCjPt+uuv15YtW/TQQw/p5ZdfliQdd9xxGj9+vKZMmRLQTLepffPNN3Xttdfq559/9p/i8txzz5XP59Ptt9+uSy65RA0bNrTKc9vtJM8hcU5m1EDPPPOM5s6dqwULFujHH3/UL7/8ov79+wfUREZG+l88S61fv17Z2dlq0qSJGjduHPBz4MAB7dy5U9IffzojlX3j2rhxY/8b34qUnrqjU6dOB7WNpcIN6D8L9ma9KpT3p0nh2rhxo9xut4488siQtYsWLdLtt9+u22+/nQYzANQCF154oX755Rc99dRTSk9P10MPPaSjjjpKn3zySUBdRY3TUEcYlSfcNy4NGzZUSUmJ9u/fX+a63bt364svvtDFF1/sKOOKioq0ffv2sH68Xm/I8Vq0aKGioqKgp6Rq1qyZ/8ilPytdFuxI8mDrCXfc0n//ekqtJk2aSPq/30HWr1+v559/XjfeeKO2bt2qTZs2adOmTSooKFBxcbE2bdqkvXv3Boyxb98+xcXFhWyUAwCqR3W+PtemPD///PO1fPly/fzzz0HrpkyZoh07duh///ufvvvuOy1fvtx/zufDDz/cUe306dN1zDHHlOmRnH322crLy9OqVaskhZ/nTraTPIfEkcyogU444QQdd9xxQWs8Hk+ZI2N9Pp+aNGmi1157rdzbhPMnm7VBZb5ZD0d5IVHRm/xwwrciRx11lLKysvTKK6/ouuuuO6jmNgDg0GjWrJlGjRqlUaNGaefOnTr22GM1ZcoUDRw4sFLGX79+fUAebNiwQT6fr9wvn/2z0iNuMjMzy5xWw+12y+PxOD7n/1dffXVQ53D8q19++UUxMTHl/ilwqaOPPloLFiwo89dNpedlPProo0POpbz1hDtut27dNHfuXP8XBZUqPWdz6e9Yv//+u3w+n2688UbdeOONZebQunVr3XTTTXr88cf9yzIzM8M+NycAoPo1btxYcXFxWrduXZnr1q5dK7fbrRYtWig+Pl4xMTHasGFDmbrylpWnNuV56ekrsrOzQ46XkpKik08+2X953rx5at68uX97bWt37NhR7gFzxcXFkv74Tisp/DwPpqLtJM8h0WRGHdK2bVvNmzdPJ510UtBPzzIyMiT98cb1z3/Su2vXrpCf3LVt21aStGbNmqB/WhPukVbhBnRVcvLnLCkpKcrKyiqzvPQo8VJt27aVz+fTjz/+GPINcKNGjfTuu+/q5JNP1mmnnaYvv/wyrCOzAACHntfr1YEDBwK+C6BJkyZKT08v9/QLTj3zzDMBXxL71FNPSVLIJnaPHj0kSStWrAh4U2qM0b59+3TFFVeUOQ1XuJyew3HXrl1l3rx9++23+vDDDzVw4ED/h+d5eXn69ddf1ahRI/+XFZ1//vl6+OGH9fzzz+vWW2+V9Mf3U8ycOVPdu3cP+F0h3PXYjHvhhRfq/vvv10svvaRTTz3Vf/sXX3xRkZGR/m+179Spk957770y98Odd96p/fv364knnvD/LlXqm2++0aWXXhrGvQkAqAkiIiLUr18/ffDBB9q0aZO/+bpjxw69/vrrOvnkk/0fXPbt21fvv/9+wPc3bNiwocxfPVWkJub5zp07/Uf+liouLta//vUvxcbG+v+Kt7w8L89bb72l5cuX6+GHHy5zIF24tYcffrg+++wz/fzzzwFHOL/xxhtyu93++y7cPLfZzlLkOSSazKhDLrzwQk2fPt3/rap/VlJSogMHDqhBgwbq27evoqKi9NRTT6lfv37+Juufj6qpyLHHHqvWrVvr8ccf1/Dhw8t88V/pWPHx8ZKkrKysMudu/jObgLaRnZ3t/8b4UF8GGB8fX27DOJi2bdsqOztb3333nT+wtm3bVuaN5ZAhQ3T77bdr8uTJ5X7x318b3M2bN9e8efPUs2dPnX766friiy/UsGFDq7kBAKre/v371bx5c51//vnq2rWrEhISNG/ePC1fvlyPPPJIpa0nMzNTZ599tgYMGKAlS5bo1Vdf1dChQ9W1a9egt2vTpo06deqkefPm6aqrrvIvf+GFF7R69WpJf/wF1D/+8Q8dd9xxOv/888Oek9NzOF500UWKjY3ViSeeqCZNmujHH3/U888/r7i4ON1///3+uq+//lp9+vTRxIkTNWnSJElS9+7ddcEFF2jChAnauXOn2rVrp5dfflmbNm3SSy+95Gg9NuMec8wxuuqqq/TPf/5TJSUl6tWrlxYuXKh33nlHEyZM8DcOGjVqpCFDhpTZ9tLfsf563cqVK7V3714NHjzY+v4EAFSf++67T3PnztXJJ5+sUaNGKTIyUs8995wKCwv14IMP+usmTZqkzz77TCeddJJGjhwpr9erp59+Wp06dfLncTA1Mc+vu+465eTk6JRTTtFhhx2m7du367XXXtPatWv1yCOP+P9iqLw8/+KLLzR58mT169dPDRs21NKlSzVz5kwNGDBAN910U8B6bGpvu+02ffLJJ+rZs6fGjBmjhg0bavbs2frkk0909dVX+3M63Dy32U6JPMefGKCGmDlzppFkli9fHrRu2LBhJj4+vtzrrrvuOiPJDBw40Dz22GPm6aefNjfddJNJT08377zzjr9uwoQJRpIZNGiQefrpp82IESNMenq6adSokRk2bJi/bsGCBUaSWbBggX/ZnDlzTFRUlMnIyDCTJk0yzz33nLn55ptNv379/DVvv/22kWQuv/xy8+qrr5o33njDf50kM3HiRP/lNWvWmPj4eHPYYYeZKVOmmAceeMC0adPGeDwes3Tp0pD3T3lzLK2dOXNm0PvSGGNGjRplXC6Xuffee80bb7xh5s+fH3R9xhize/duEx8fb9q0aWMef/xxM3XqVNOiRQtz7LHHmr++rNx1111GkjnxxBPNww8/bJ566ilzxRVXmL///e/+moyMDHPGGWf4L3/33XcmNTXVdOvWzWRnZ4fcBgDAoVVYWGhuu+0207VrV5OYmGji4+NN165dzfTp0/01EydONJLMrl27Am5bmi+ZmZkVLiu97Y8//mjOP/98k5iYaFJSUsyYMWNMfn5+WHN89NFHTUJCgsnLyzPGGJOfn28GDx5sPvnkE9O3b1/TqlUrM2rUKFNSUnJwd0aYnnjiCXPCCSeY1NRUExkZaZo1a2Yuu+wys379+oC60lz/8+8KpfO/9dZbTVpamvF4POb44483c+bMcbwe23GLiorMpEmTTEZGhomKijLt2rUzjz32WFjb3qtXL3PUUUeVWX777bebli1bGp/PF9Y4AICqUZo9f37PXFGOl/rmm29M//79TUJCgomLizN9+vQxX331VZm6+fPnm2OOOcZER0ebtm3bmhdffNHccsstJiYmJqy51bQ8f+ONN0zfvn1N06ZNTWRkpElJSTF9+/Y1H3zwQUBdeXm+YcMG069fP9OoUSPj8XhMx44dzbRp00xhYWGZ9djUGmPMsmXLzMCBA01aWpqJiooyhx9+uJkyZYopLi4OqAs3z8PdTmPIc/wfmsyoMSqjyWyMMc8//7zp1q2biY2NNYmJiaZz585m/PjxZuvWrf4ar9dr7rnnHtOsWTMTGxtrevfubdasWWMyMjJCNpmNMebLL780p59+uv+NdZcuXcxTTz3lv76kpMTccMMNpnHjxsblcgU0Xst74xhOQFdVk3n79u3mjDPOMImJiUaS6dWrV9D1lfrss89Mp06dTHR0tOnQoYN59dVX/b+I/NU///lPc8wxxxiPx2NSUlJMr169zNy5c/3X/7XJbMwfIZmYmGhOOeUU/y8UAID6IdQb23BkZWWZ1NRU8+KLL1bizFBZCgoKTFpamnn88cereyoAgENs8ODBpl27dmHVkuc1G3mOP3MZU0XfFgYAAAA4MGnSJN1zzz3atWtX0PMYhvLAAw9o5syZ+vHHH0Oe5xCH1rPPPqupU6dq/fr18ng81T0dAEAVyc/PD/jOpPXr1+uoo47SsGHD9MILL4Q1Bnlec5Hn+DOazAAAAKhRKqvJDAAAqlezZs00fPhwtWnTRps3b9aMGTNUWFioVatWqX379tU9PQCViC/+AwAAAAAAQKUbMGCA3njjDW3fvl0ej0c9evTQ1KlTaTADdRBHMgMAAAAAAAAAHONkNgAAAAAAAAAAx2gyAwAAAAAAAAAcq3HnZPb5fNq6dasSExPlcrmqezoAgEPMGKP9+/crPT2db4+u5ch0AKi/yPO6gzwHgPot3EyvcU3mrVu3qkWLFtU9DQBANduyZYuaN29e3dPAQSDTAQDkee1HngMApNCZXuOazImJiZL+mHhSUlJYt/H5fFU5JaAsy6/LtP3EPz83z6p+7749VvUpKQ2s6r3FhVb1sbGxVvUR0R6reuOyOxrGJ7v7P8KqGpUtJydHGRkZ/jxA7UWmo1Yg04Mi0+EUeV53kOeoFcjzoMhzHIxwM73GNZlLn+hJSUkEGGquKg6wqAi7p2ZxSZFVfbjPrVLeogKr+ti4OKt6Agzl4c8xaz8yHbUCmR4UmY6DRZ7XfuQ5agXyPCjyHJUh1POmyk6O9cwzz6hVq1aKiYlR9+7d9fXXX1fVqgAAQBUhzwEAqBvIdABAVaqSJvNbb72lcePGaeLEifrmm2/UtWtX9e/fXzt37qyK1QEAgCpAngMAUDeQ6QCAqlYlTeZHH31U11xzja688kodeeSRevbZZxUXF6d//vOfZWoLCwuVk5MT8AMAAKqfTZ5LZDoAADUV79EBAFWt0pvMRUVFWrlypfr27ft/K3G71bdvXy1ZsqRM/bRp05ScnOz/4VtrAQCofrZ5LpHpAADURLxHBwAcCpXeZN69e7e8Xq+aNm0asLxp06bavn17mfoJEyYoOzvb/7Nly5bKnhIAALBkm+cSmQ4AQE3Ee3QAwKFg9/WYVcDj8cjjsfvWSgAAUPOQ6QAA1H7kOQDAiUo/krlRo0aKiIjQjh07Apbv2LFDaWlplb06AABQBchzAADqBjIdAHAoVHqTOTo6Wt26ddP8+fP9y3w+n+bPn68ePXpU9uoAAEAVIM8BAKgbyHQAwKFQJafLGDdunIYNG6bjjjtOJ5xwgh5//HHl5ubqyiuvrIrVAQCAKkCeAwBQN5DpAICqViVN5osuuki7du3S3Xffre3bt+voo4/WnDlzynzRQGVxuyv9gGygWhXmZVvV7/3tF6v6LT/ZjZ+dk2tVf9Kpp1nVJ8XGWNXb/hGGS64qHB2Vjdf0muNQ57nE/kfdQ6aHQqbXVbye1yy8RwcODnkeCnlel4X7ml5lX/w3ZswYjRkzpqqGBwAAhwB5DgBA3UCmAwCqEh8GAAAAAAAAAAAco8kMAAAAAAAAAHCMJjMAAAAAAAAAwDGazAAAAAAAAAAAx2gyAwAAAAAAAAAco8kMAAAAAAAAAHCMJjMAAAAAAAAAwDGazAAAAAAAAAAAx2gyAwAAAAAAAAAco8kMAAAAAAAAAHAssronUBmMMdU9BdQzto85t8uufvuWTKv675Z8YVVfnJ9nVR+VkGJVn5+TbVWflJpqVe+Ty6reuOw+T+MVpXrxml6/sf9xqJHpwZHpcIrX8/qN/Y9DjTwPjjzHwQj3+cWRzAAAAAAAAAAAx2gyAwAAAAAAAAAco8kMAAAAAAAAAHCMJjMAAAAAAAAAwDGazAAAAAAAAAAAx2gyAwAAAAAAAAAco8kMAAAAAAAAAHCMJjMAAAAAAAAAwDGazAAAAAAAAAAAx2gyAwAAAAAAAAAco8kMAAAAAAAAAHAssronUBlcLld1TwH1jJHPqr64MM+qfuuWzVb1SXGxVvVxDRKt6nfu229Vv2fb71b1TVu0tKqXO8Kq3NiNLpeb15TqxGt6/cb+x6FGpgdHpsMpXs/rN/Y/DjXyPDjyHAcj3Nd0jmQGAAAAAAAAADhGkxkAAAAAAAAA4BhNZgAAAAAAAACAYzSZAQAAAAAAAACO0WQGAAAAAAAAADhGkxkAAAAAAAAA4BhNZgAAAAAAAACAYzSZAQAAAAAAAACO0WQGAAAAAAAAADhGkxkAAAAAAAAA4BhNZgAAAAAAAACAY5HVPQGgJjDGWNW7XXb1u/busarftOlXq/pCy/ETY6Kt6vMO5FjVr/12lVV9Wqu2VvUN0g6zqpfl/rUslyS5XC77GwEAKh2ZHhyZHhqZDgDVjzwPjjwPjTw/9DiSGQAAAAAAAADgGE1mAAAAAAAAAIBjNJkBAAAAAAAAAI7RZAYAAAAAAAAAOEaTGQAAAAAAAADgGE1mAAAAAAAAAIBjNJkBAAAAAAAAAI7RZAYAAAAAAAAAOEaTGQAAAAAAAADgGE1mAAAAAAAAAIBjNJkBAAAAAAAAAI5FVvcEgJrB2FUbr1X977/9ZlWf+atd/ZYNv1jVN0pMsKpv3ijeqn7br5ut6r9fsdyq/rjeDazq45KSrerlsisHANQkZHowZDoAoHYgz4Mhz1ETcSQzAAAAAAAAAMAxmswAAAAAAAAAAMcqvck8adIkuVyugJ+OHTtW9moAAEAVIs8BAKgbyHQAwKFQJedkPuqoozRv3rz/W0kkp34GAKC2Ic8BAKgbyHQAQFWrkmSJjIxUWlpaVQwNAAAOEfIcAIC6gUwHAFS1Kjkn8/r165Wenq42bdro0ksv1a+//lphbWFhoXJycgJ+AABA9bPJc4lMBwCgpuI9OgCgqlV6k7l79+6aNWuW5syZoxkzZigzM1M9e/bU/v37y62fNm2akpOT/T8tWrSo7CkBAABLtnkukekAANREvEcHABwKld5kHjhwoC644AJ16dJF/fv318cff6ysrCy9/fbb5dZPmDBB2dnZ/p8tW7ZU9pQAAIAl2zyXyHQAAGoi3qMDAA6FKj/bf4MGDXT44Ydrw4YN5V7v8Xjk8XiqehoAAOAghMpziUwHAKA24D06AKAqVMk5mf/swIED2rhxo5o1a1bVqwIAAFWEPAcAoG4g0wEAVaHSm8y33nqrFi1apE2bNumrr77SOeeco4iICF1yySWVvSoAAFBFyHMAAOoGMh0AcChU+ukyfvvtN11yySXas2ePGjdurJNPPllLly5V48aNK3tVf+KzrHdVySwO3fiWjG255Q0kyVjuA5fdfeSq8oPu7ebj85VY1ReXFFvV788rsKr/bcdeq/odlvVebxOr+uZN7PbX2uVfW9U3SbM76uLw40+wqnfy0ug2lo9p26eZ5VPAcjpy2T6Hq1JNmks9Vj15LpHpIZDpYa3BBpkeHJkeGplegZoyD/Ae/ZCMb4k8D2sNNsjz4Mjz0MjzIMKcS6U3md98883KHhIAABxi5DkAAHUDmQ4AOBSq/JzMAAAAAAAAAIC6iyYzAAAAAAAAAMAxmswAAAAAAAAAAMdoMgMAAAAAAAAAHKPJDAAAAAAAAABwjCYzAAAAAAAAAMAxmswAAAAAAAAAAMdoMgMAAAAAAAAAHKPJDAAAAAAAAABwjCYzAAAAAAAAAMCxyOqeQOUw1T2BAEauql6BZb3dDYxlvSQZlVjVu2w/33DZ3acuy31gv8fsbtGyVSur+rjEJKv6nNx8q3q57O7/NVt2WtXHRnqs6iMLiqzqf/hqkVV9w8OaWtWnNG9jVS9JrhK7543L2D2GbF9XfG67+ViWVykHL0GoU2rWA4BMD41MD45MD45MD622Zjp5Xt/VrAcAeR4aeR4ceR4ceR5abc1zKfyXLI5kBgAAAAAAAAA4RpMZAAAAAAAAAOAYTWYAAAAAAAAAgGM0mQEAAAAAAAAAjtFkBgAAAAAAAAA4RpMZAAAAAAAAAOAYTWYAAAAAAAAAgGM0mQEAAAAAAAAAjtFkBgAAAAAAAAA4RpMZAAAAAAAAAOAYTWYAAAAAAAAAgGOR1T2BylGzeuUuU7XjG2O5Ap9dvc947caXVFxSZFUfHR1tVe+yvlNdVtXWu8wVYVWektLIqv7kU3pb1X+/eq1V/abMzVb13hK7x8SGiO1W9TGt0q3qvevWW9V/v2ixVX33sxpb1UtSbFyCVb3X7iEql229XblK7J8FVlwWM7J/BULdQqYHRaaHRKYHR6aHRqYHF26mk+f1HXkeFHkeEnkeHHkeGnkeXFW8R69Zr/wAAAAAAAAAgFqFJjMAAAAAAAAAwDGazAAAAAAAAAAAx2gyAwAAAAAAAAAco8kMAAAAAAAAAHCMJjMAAAAAAAAAwDGazAAAAAAAAAAAx2gyAwAAAAAAAAAco8kMAAAAAAAAAHCMJjMAAAAAAAAAwDGazAAAAAAAAAAAx2gyAwAAAAAAAAAci6zuCVQK47Krtyy3ZoxduezqbadfYkqs6tdvWG+5Bik/P9eqvuMRR1jVezwRVvVuV9XuZJ+xm4/P8ql24kk9rep/zfzdqv7FZ1+0qi/JL7Kq/3VXllW9J85jVd8+1e7zsXX/W2FV37h5G6t6Sep40glW9Xmye15G+ey2OdryObA3L9uqvrCo0KreW+INu3b//v1WY6OOIdODItMrH5keHJkeGplePvK8niPPgyLPKx95Hhx5Hhp5XrFwM50jmQEAAAAAAAAAjtFkBgAAAAAAAAA4RpMZAAAAAAAAAOAYTWYAAAAAAAAAgGM0mQEAAAAAAAAAjtFkBgAAAAAAAAA4RpMZAAAAAAAAAOAYTWYAAAAAAAAAgGM0mQEAAAAAAAAAjtFkBgAAAAAAAAA4RpMZAAAAAAAAAOBYZHVPoDL4jLGqd9mVy1iOb7wlVvUu21a/y2VVvuX3X63qP/p4tlW9JOXkZFvVn7h7p1V9n16nWtV7PB6retvHkM+qWirx2t0iITHRqv7MwWda1W9Y97NV/bxP5lrV5xTbPQfW/r7dqj7FFWtVH1Ng9yRbOuczq3pJimyYYFXvbtrAqj43y+45FuXzWtVvy/nNqj57v918CgoKwq7Nz8u3Ght1C5keHJkeGpkeHJkeGpkeXLiZTp7Xb+R5cOR5aOR5cOR5aOR5cFXxHp0jmQEAAAAAAAAAjlk3mb/44gudddZZSk9Pl8vl0vvvvx9wvTFGd999t5o1a6bY2Fj17dtX69evr6z5AgCASkCeAwBQN5DpAICawLrJnJubq65du+qZZ54p9/oHH3xQTz75pJ599lktW7ZM8fHx6t+/v9Vh2AAAoGqR5wAA1A1kOgCgJrA+J/PAgQM1cODAcq8zxujxxx/XnXfeqcGDB0uS/vWvf6lp06Z6//33dfHFFx/cbAEAQKUgzwEAqBvIdABATVCp52TOzMzU9u3b1bdvX/+y5ORkde/eXUuWLCn3NoWFhcrJyQn4AQAA1cdJnktkOgAANQ3v0QEAh0qlNpm3b//j2yebNm0asLxp06b+6/5q2rRpSk5O9v+0aNGiMqcEAAAsOclziUwHAKCm4T06AOBQqdQmsxMTJkxQdna2/2fLli3VPSUAAOAAmQ4AQO1HngMAnKjUJnNaWpokaceOHQHLd+zY4b/urzwej5KSkgJ+AABA9XGS5xKZDgBATcN7dADAoVKpTebWrVsrLS1N8+fP9y/LycnRsmXL1KNHj8pcFQAAqCLkOQAAdQOZDgA4VCJtb3DgwAFt2LDBfzkzM1OrV69WamqqWrZsqbFjx+q+++5T+/bt1bp1a911111KT0/XkCFDKnPeAADgIJDnAADUDWQ6AKAmsG4yr1ixQn369PFfHjdunCRp2LBhmjVrlsaPH6/c3Fxde+21ysrK0sknn6w5c+YoJiam8mYNAAAOCnkOAEDdQKYDAGoC6yZz7969ZYyp8HqXy6XJkydr8uTJBzUxO167cpfdWUL27dtjVZ+9b69VvSvCZVW/fddOq/olK762ql/5w7dW9ZKUszfLqr6wuMiq/qjOnazqmzRuZFUfEWH3VMjZn2dVn5WVZVXfqnlzq/r05k2s6odfc5lV/ZbfN1rVL/v2O6v6wtwIq/r1v5X/TdgViUuzG3/PmjVW9ZKU9x+7+rYnHWtVv+/Afqv6vLwcq/pCV5ZVfVFxoVW9z1dxbvxVQb7d2HCmZua5RKYHR6aHRqYHR6aHRqYHF26mk+eHTs3MdPI8GPI8NPI8OPI8NPI8uKp4j16p52QGAAAAAAAAANQvNJkBAAAAAAAAAI7RZAYAAAAAAAAAOEaTGQAAAAAAAADgGE1mAAAAAAAAAIBjNJkBAAAAAAAAAI7RZAYAAAAAAAAAOEaTGQAAAAAAAADgGE1mAAAAAAAAAIBjNJkBAAAAAAAAAI7RZAYAAAAAAAAAOBZZ3ROoWOH//wnN5/PaDe2yK8/O2W1V/7+vvrSq37z1N6v63TlZVvX7cvdb1bvjo63qJSmmMN6qfuce2/v0f1b1rVq1sKr3eDxW9b//tsuqvrioyKo+Py/Lqv7Afrv6KMtn/hHHt7GqX73he6v6ov3Gqv63rByr+rhou/3bPDnGql6SMld8Y1Uf4bH7jM+dnmpVn12SZ1UfYVUtydi9ThQWhvd6LkmF+baTQc1HpleETA+NTA+OTA+OTA9DFWU6eV4XkecVIc9DI8+DI8+DI8/DUAPeo3MkMwAAAAAAAADAMZrMAAAAAAAAAADHaDIDAAAAAAAAAByjyQwAAAAAAAAAcIwmMwAAAAAAAADAMZrMAAAAAAAAAADHaDIDAAAAAAAAAByjyQwAAAAAAAAAcIwmMwAAAAAAAADAMZrMAAAAAAAAAADHaDIDAAAAAAAAAByLrO4JVOSndd8rISEhrNrIyCirsYuLiqzq92VlWdVnHci2qv912+9W9clNGlrVpybHWtU3bNTYql6Sdm3cZlX/05rvrernzptrVZ+cZLfNEZERVvWFRcaqvqiwwKp+zqd29VGWHxelN29iVR/XyO451vXojlb1q75cZ1WfJ59V/c97dljVx3rjreolKaUk0ap+w9KVVvVZjWOs6ve67e6jqCK78UuKS6zq8/LyLMYuthobNR+ZXjEyPTQyPTgyPTgyPbSqynTyvO4hzytGnodGngdHngdHnodWE96jcyQzAAAAAAAAAMAxmswAAAAAAAAAAMdoMgMAAAAAAAAAHKPJDAAAAAAAAABwjCYzAAAAAAAAAMAxmswAAAAAAAAAAMdoMgMAAAAAAAAAHKPJDAAAAAAAAABwjCYzAAAAAAAAAMAxmswAAAAAAAAAAMdoMgMAAAAAAAAAHIus7glUZNnKrxUbGxNWbX5OrtXY8THxVvVnnjnYqr7EeKzqV36/1qo+OTHFqj7fV2BVn96kqVW9JBXvyLeqz87Ns6rPW7/Oqj7FY/f5SXyy3WMiIaWxVX1MvM+qPrlBhF19UpJVfVJSglV9bEKcVX3vU7tb1WfvzraqX7PmF6t6b7HLqv7XLLvnjCRFRUVZ1UduL7Gq37/Prr4kMdaq3h3byKr+9y3brOpzLF6nfV6v1dio+cj0ipHpoZHpwZHpwZHpoVVVppPndQ95XjHyPDTyPDjyPDjyPLSa8B6dI5kBAAAAAAAAAI7RZAYAAAAAAAAAOEaTGQAAAAAAAADgGE1mAAAAAAAAAIBjNJkBAAAAAAAAAI7RZAYAAAAAAAAAOEaTGQAAAAAAAADgGE1mAAAAAAAAAIBjNJkBAAAAAAAAAI7RZAYAAAAAAAAAOEaTGQAAAAAAAADgWGR1T6AimzZvkicmOqza7J37rMZu37q9VX1sbLxV/datO63qN2f+alWfEB9rVV9YnGdV78rJt6qXpPysErsbuF1W5e3atrGqb9s42ao+MSXJqn7nzmyr+pRUu89zmrWwe8ztz7Hbx9E+q3LF+CKs6pMs7//TB/Sxqt+7L8eqfsdvds/J3YWWd5CkuGy7OTVJsnvMRbqMVf1hialW9fFN06zqf9+0yaq+KG9/2LU+n/39j5qNTK8YmR4amR4cmR4cmR5aVWU6eV73kOcVI89DI8+DI8+DI89Dqwnv0TmSGQAAAAAAAADgmHWT+YsvvtBZZ52l9PR0uVwuvf/++wHXDx8+XC6XK+BnwIABlTVfAABQCchzAADqBjIdAFATWDeZc3Nz1bVrVz3zzDMV1gwYMEDbtm3z/7zxxhsHNUkAAFC5yHMAAOoGMh0AUBNYn5N54MCBGjhwYNAaj8ejtDS7c4cAAIBDhzwHAKBuINMBADVBlZyTeeHChWrSpIk6dOigkSNHas+ePRXWFhYWKicnJ+AHAABUP5s8l8h0AABqKt6jAwCqWqU3mQcMGKB//etfmj9/vh544AEtWrRIAwcOlNfrLbd+2rRpSk5O9v+0aNGisqcEAAAs2ea5RKYDAFAT8R4dAHAoWJ8uI5SLL77Y///OnTurS5cuatu2rRYuXKjTTjutTP2ECRM0btw4/+WcnBxCDACAamab5xKZDgBATcR7dADAoVAlp8v4szZt2qhRo0basGFDudd7PB4lJSUF/AAAgJolVJ5LZDoAALUB79EBAFWhypvMv/32m/bs2aNmzZpV9aoAAEAVIc8BAKgbyHQAQFWwPl3GgQMHAj7xzMzM1OrVq5WamqrU1FTdc889Ou+885SWlqaNGzdq/Pjxateunfr371+pEwcAAM6R5wAA1A1kOgCgJrBuMq9YsUJ9+vTxXy49V9OwYcM0Y8YMfffdd3r55ZeVlZWl9PR09evXT/fee688Hk/lzRoAABwU8hwAgLqBTAcA1ATWTebevXvLGFPh9Z9++ulBTahUXk62Sgqjw6styLca2xMXY1WfvT/bqn7zlk1W9Q2S7c5x5c0tsKp3FRRa1W/bXvH5Niu8zdbdVvUut92cLjzvXKt634G9VvWff7nQqn7zd79b1TdMDu+xXGr7epdV/WHpLa3qs4t3WNUraqdVeWrDplb1nTt0sqovGmL30vXPl16xqs/fb/cck6StWQfsbhBp95goLPJZ1R/YvceqPt3ydSg6NsqqvlGTBmHXer1e/far1fBw4FDluUSmB0Omh0amB0emB0emh1ZVmU6eHzq8Rw+NPA+NPA+OPA+OPA+ttua5FH6mV/k5mQEAAAAAAAAAdRdNZgAAAAAAAACAYzSZAQAAAAAAAACO0WQGAAAAAAAAADhGkxkAAAAAAAAA4BhNZgAAAAAAAACAYzSZAQAAAAAAAACO0WQGAAAAAAAAADhGkxkAAAAAAAAA4BhNZgAAAAAAAACAYzSZAQAAAAAAAACORVb3BCpSVFQgyRtWbV5hrtXYGzI3WNW/9/6/req/XLTIqt5lXFb1O3IOWNXv2rzFqj7KZ1UuSSr2hbevSkWnJVvVL/7if1b1hTm7rep/XP+zVX3ujhKr+qxddvdPg4YxVvW7ttvNJyfb7jmT0iDWqr7Ia3d/Llz4jVV9bFJDq/qURk2s6ncX77Gql6S8Qrt98Pv+Aqt647F7nYiz3McRu3Za1TdoaPccjogIP26Ki4v17crvrcZHzUamV4xMD41MD45MD45MD62qMp08r3vI84qR56GR58GR58GR56HVhPfoHMkMAAAAAAAAAHCMJjMAAAAAAAAAwDGazAAAAAAAAAAAx2gyAwAAAAAAAAAco8kMAAAAAAAAAHCMJjMAAAAAAAAAwDGazAAAAAAAAAAAx2gyAwAAAAAAAAAco8kMAAAAAAAAAHCMJjMAAAAAAAAAwDGazAAAAAAAAAAAxyKrewIVSUpJkscTHVZtsWWrPOdAjlX9j6tXW9XvyMy0qndb7oa4yCir+mh3ePdjKVNUZFUvSW65rOqbNzvMqj41McWqfl9evlV9m1YdrOo3e/dZ1Wft3WNV7/U0sKrfkVtgVZ+X57Wqz9q7w6reFRFhVV/gsrw/8zZa1bujY63qfRF2zxlJMtF225wnn1W9t8SuPt5ymxOS7Z5jERF2L7w+E/5jrrio2Gps1HxkesXI9NDI9ODI9ODI9NCqKtPJ87qHPK8YeR4aeR4ceR4ceR5aTXiPzpHMAAAAAAAAAADHaDIDAAAAAAAAAByjyQwAAAAAAAAAcIwmMwAAAAAAAADAMZrMAAAAAAAAAADHaDIDAAAAAAAAAByjyQwAAAAAAAAAcIwmMwAAAAAAAADAMZrMAAAAAAAAAADHaDIDAAAAAAAAAByjyQwAAAAAAAAAcCyyuidQkfiUJMXEeMKqjUyMtxq7aE+uVf3un7dY1bdISLaqd7mjrer35xdY1Re4S6zqXbExVvWS5HFFWNXv2rHXqn7lsm+t6psmJlrV79mXZVWfnZ9vVX/AZ1Wu/N05djeQy6o6MsLuMRcbZazqC4qKrOp3ZWVZ1Xvddo+3uMhYq3qX2/7zN3eM3ZwkyweFKbYqz821e4zm5NjVpzRsYFUvn8Vj1GX3eEPNR6ZXjEwPjUwPjkwPjkwPrcoynTyvc8jzipHnoZHnwZHnwZHnodWE9+gcyQwAAAAAAAAAcIwmMwAAAAAAAADAMZrMAAAAAAAAAADHaDIDAAAAAAAAAByjyQwAAAAAAAAAcIwmMwAAAAAAAADAMZrMAAAAAAAAAADHaDIDAAAAAAAAAByjyQwAAAAAAAAAcIwmMwAAAAAAAADAMZrMAAAAAAAAAADHIqt7AhXxRbnliw6vB268LquxoyPseutRxV6r+pZJqVb1Je4Iq/r9+flW9RFJCVb17ugYq3pJyt+RbVVfmJVnVb9/z36r+t0+u32cVWg3n1bHdrGq375rj1V91j67+zMhId6qviAv16q+OMruMVFQWGJVn1/ss6p3u+2e8zGWj2njKraqlySv7LYhItLu5dddYqzqfT67+ezclWVVX2L3sqjI6PD3WXGx/f2Pmo1MrxiZHhqZHhyZHhyZHlpVZTp5XveQ5xUjz0Mjz4Mjz4Mjz0OrCe/ROZIZAAAAAAAAAOCYVZN52rRpOv7445WYmKgmTZpoyJAhWrduXUBNQUGBRo8erYYNGyohIUHnnXeeduzYUamTBgAAB4dMBwCg9iPPAQA1hVWTedGiRRo9erSWLl2quXPnqri4WP369VNu7v8d1n/zzTfro48+0jvvvKNFixZp69atOvfccyt94gAAwDkyHQCA2o88BwDUFFYnHJkzZ07A5VmzZqlJkyZauXKlTjnlFGVnZ+ull17S66+/rlNPPVWSNHPmTB1xxBFaunSp/va3v1XezAEAgGNkOgAAtR95DgCoKQ7qnMzZ2X+c+Dw19Y+T6K9cuVLFxcXq27evv6Zjx45q2bKllixZUu4YhYWFysnJCfgBAACHFpkOAEDtR54DAKqL4yazz+fT2LFjddJJJ6lTp06SpO3btys6OloNGjQIqG3atKm2b99e7jjTpk1TcnKy/6dFixZOpwQAABwg0wEAqP3IcwBAdXLcZB49erTWrFmjN99886AmMGHCBGVnZ/t/tmzZclDjAQAAO2Q6AAC1H3kOAKhOVudkLjVmzBjNnj1bX3zxhZo3b+5fnpaWpqKiImVlZQV8Urpjxw6lpaWVO5bH45HH43EyDQAAcJDIdAAAaj/yHABQ3ayOZDbGaMyYMXrvvff0+eefq3Xr1gHXd+vWTVFRUZo/f75/2bp16/Trr7+qR48elTNjAABw0Mh0AABqP/IcAFBTWB3JPHr0aL3++uv64IMPlJiY6D+HU3JysmJjY5WcnKwRI0Zo3LhxSk1NVVJSkm644Qb16NGDb60FAKAGIdMBAKj9yHMAQE1h1WSeMWOGJKl3794By2fOnKnhw4dLkh577DG53W6dd955KiwsVP/+/TV9+vRKmSwAAKgcZDoAALUfeQ4AqCmsmszGmJA1MTExeuaZZ/TMM884npQkZWcfUEFhUVi1hXnh1ZWKL4qwqm+clm5Vv2fzTqv6DZs2W9XvKi6wqk9NTbWqd8fEWtVLUq5vn1W9t9hlVV+SV2hVX1DotRvfFfqx/We7tu+2qs89kGdVb4rt5hPnibOqL8q3ewy5LM/JVlJgt7+i4+Ot6o3XZ1Uf7mtJKZ/b7v6XpKISu3V4oqKt6qNj7PZBQlyCVX2sZX2x5WPU7Q7/7EymxO71Ac6Q6eEh00Mj04Mj04Mj00OrrZlOnh8a5Hl4yPPQyPPgyPPgyPPQamueS+FnutU5mQEAAAAAAAAA+DOazAAAAAAAAAAAx2gyAwAAAAAAAAAco8kMAAAAAAAAAHCMJjMAAAAAAAAAwDGazAAAAAAAAAAAx2gyAwAAAAAAAAAco8kMAAAAAAAAAHCMJjMAAAAAAAAAwDGazAAAAAAAAAAAx2gyAwAAAAAAAAAci6zuCVSoIEoyUeHVFtoNXeKKtqrPjbAbf5vL7gbbSnxW9QeK7Oq1J9uqPCIqz258SXk+uzkZn8uqPr+kxG5847Wqj46ye0z8vmu3VX2J1+7+ccnu/tm1b59VvVx24xuv3f0ZFRtrVZ8UbXf/e0vs5mOMsaqPiLT//C1WYb5e/X/uCLt1RFk+Rl2W96mxfA67LOfvdoUfNy6X3f5CLUCmV4hMD2N8Mj3ECsj0YMj0MMavokwnz+sg8rxC5HkY45PnIVZAngdDnocxfg14j86RzAAAAAAAAAAAx2gyAwAAAAAAAAAco8kMAAAAAAAAAHCMJjMAAAAAAAAAwDGazAAAAAAAAAAAx2gyAwAAAAAAAAAco8kMAAAAAAAAAHCMJjMAAAAAAAAAwDGazAAAAAAAAAAAx2gyAwAAAAAAAAAco8kMAAAAAAAAAHAssronUJFIV6QiXVFh1RYbYzX2gfxCq/q9OTl29UV245dE2e0GUxJhVV+QX2BV7yossqqXpGLjs6p3u+22IT45yao+IsJu/IhIy31g+fGMsXyMWs/fst7tdlnWW5XLZ3kDt/X+snu8eX1eq3pjef9I9tvgtryPXC7LObnsxvdZ3kclJVblKrG4gdd2cNR4ZHrFyPTQyPTgyPTgyPTQqirTyfO6hzyvGHkeGnkeHHkeHHkeWk14j86RzAAAAAAAAAAAx2gyAwAAAAAAAAAco8kMAAAAAAAAAHCMJjMAAAAAAAAAwDGazAAAAAAAAAAAx2gyAwAAAAAAAAAco8kMAAAAAAAAAHCMJjMAAAAAAAAAwDGazAAAAAAAAAAAx2gyAwAAAAAAAAAco8kMAAAAAAAAAHAssronUJHc/bkqLioOqzYnJ9du7AP5dvW5BVb1LpdVuZIaJFnVe2I9diuw5HLbf/YQGxltVR8VbbcNERERduNH2T20IyLt6r0+n1W9McaqXrKrtx0+wnYfu+xW4PV6repLSkqs6m3vz2LL8b2W978kRUTaPUYjLR9zttscExNjVe+xfM4Yn90+9njCf867HbwGoWYj0ytGpocxPpkeFJkeHJkeWlVlOnle95DnFSPPwxifPA+KPA+OPA+tJrxHJ/kBAAAAAAAAAI7RZAYAAAAAAAAAOEaTGQAAAAAAAADgGE1mAAAAAAAAAIBjNJkBAAAAAAAAAI7RZAYAAAAAAAAAOEaTGQAAAAAAAADgGE1mAAAAAAAAAIBjNJkBAAAAAAAAAI7RZAYAAAAAAAAAOEaTGQAAAAAAAADgGE1mAAAAAAAAAIBjkdU9gYrs2btXUdFRYdUWF3mtxi4oKLKqLyqyq4+KCW/e/1cfbVWfn59vVe+OsPsswe2OsKr//yuxKjfGZVVf4i2xqndH2m1zbJzHqt7ltvx8xhircq/PZze+JZfL7v53ya7eVl5enlW912v3nI+MsnupM2777bV9TNjuA2P5GJLtPrMcPiYm1qre4wn/Oea2vG9Q85HpFSPTQyPTgyPTgyPTQ6uqTCfP6x7yvGLkeWjkeXDkeXDkeWg14T06RzIDAAAAAAAAAByzajJPmzZNxx9/vBITE9WkSRMNGTJE69atC6jp3bu3XC5XwM/1119fqZMGAAAHh0wHAKD2I88BADWFVZN50aJFGj16tJYuXaq5c+equLhY/fr1U25ubkDdNddco23btvl/HnzwwUqdNAAAODhkOgAAtR95DgCoKaxOgjJnzpyAy7NmzVKTJk20cuVKnXLKKf7lcXFxSktLC2vMwsJCFRYW+i/n5OTYTAkAADhApgMAUPuR5wCAmuKgzsmcnZ0tSUpNTQ1Y/tprr6lRo0bq1KmTJkyYEPSE4dOmTVNycrL/p0WLFgczJQAA4ACZDgBA7UeeAwCqi93XOf6Jz+fT2LFjddJJJ6lTp07+5UOHDlVGRobS09P13Xff6fbbb9e6dev0n//8p9xxJkyYoHHjxvkv5+TkEGIAABxCZDoAALUfeQ4AqE6Om8yjR4/WmjVr9OWXXwYsv/baa/3/79y5s5o1a6bTTjtNGzduVNu2bcuM4/F45PF4nE4DAAAcJDIdAIDajzwHAFQnR6fLGDNmjGbPnq0FCxaoefPmQWu7d+8uSdqwYYOTVQEAgCpEpgMAUPuR5wCA6mZ1JLMxRjfccIPee+89LVy4UK1btw55m9WrV0uSmjVr5miCAACg8pHpAADUfuQ5AKCmsGoyjx49Wq+//ro++OADJSYmavv27ZKk5ORkxcbGauPGjXr99dc1aNAgNWzYUN99951uvvlmnXLKKerSpUuVbAAAALBHpgMAUPuR5wCAmsKqyTxjxgxJUu/evQOWz5w5U8OHD1d0dLTmzZunxx9/XLm5uWrRooXOO+883XnnnZU2YQAAcPDIdAAAaj/yHABQU1ifLiOYFi1aaNGiRQc1oVLFJUWSK/j6/IzdqaUjI6Os6m2/88ATG2t3A5dlueXXNUZERFjV+8K82//Ma+w2wuv1WtVHuO22ISLart4dZfcYirZ8DIV67vyV7f1jO74tn9105Hbb3Z8NGjSwqi8uLraqLywqsqr3hvva8ycul91zwHaflZSUWNbb3UfyWtar6h7TtvsXzpDpYdaT6aHryfSgyPTgyPRw6mtnppPnhwZ5HmY9eR66njwPijwPjjwPp7525rkU/v519MV/AAAAAAAAAABINJkBAAAAAAAAAAeBJjMAAAAAAAAAwDGazAAAAAAAAAAAx2gyAwAAAAAAAAAco8kMAAAAAAAAAHCMJjMAAAAAAAAAwDGazAAAAAAAAAAAx2gyAwAAAAAAAAAco8kMAAAAAAAAAHCMJjMAAAAAAAAAwLHI6p5ARVJTUxUdHR1WrVtRVmN7vcaqvrjEZze+y278goJ8q3pXhMuu3mX3WYLPZ7e9klTktbtNhC/Ceh1W40fYje8zXqt628eES3b7zJbLcnifz+4xWlJid//4LJ9jEZF2+6ukpMSqvti23mdXL0luy8ecy3KnGWN5n1rOxy278b1ey8eExetKSXGx1dio+cj0ipHpYYxPpgdFpoeoJ9NDqqpMJ8/rHvK8YuR5GOOT50GR5yHqyfOQasJ7dI5kBgAAAAAAAAA4RpMZAAAAAAAAAOAYTWYAAAAAAAAAgGM0mQEAAAAAAAAAjtFkBgAAAAAAAAA4RpMZAAAAAAAAAOAYTWYAAAAAAAAAgGM0mQEAAAAAAAAAjtFkBgAAAAAAAAA4RpMZAAAAAAAAAOAYTWYAAAAAAAAAgGOR1T2BiiQmJsrj8YRV6/O67AY3dr31wqJiq/qcvANW9ZFREVb1EZb1Xq/Xql6W5ZIU5ba7T0t8Pqt6n+U2+IzlRrjs5u8ylo85n7Grt+QzduP7vHb3v7H8PMpn7MYvyi+yqi8utntO+mR5/7st969kuwb5LJ8DxnINcTExVvXRkXavK26X3X0UGRl+3BRH2M0FNR+ZXjEyPYx6Mj14PZkeHJkeUlVlOnle95DnFSPPw6gnz4PXk+fBkech1YT36BzJDAAAAAAAAABwjCYzAAAAAAAAAMAxmswAAAAAAAAAAMdoMgMAAAAAAAAAHKPJDAAAAAAAAABwjCYzAAAAAAAAAMAxmswAAAAAAAAAAMdoMgMAAAAAAAAAHKPJDAAAAAAAAABwjCYzAAAAAAAAAMAxmswAAAAAAAAAAMciq3sCFXHJLVeYPXCXy1iNXVRcaFVfUJhvVV9cXGRV746IsKqPdNt9NmC8Pqv6opISq3pJKizxWtW73C7Lerttdrvsxndbju8rsXvM2VVLdrOX7PawZCzvH6/Pbg3GZVfvjrSbT1RElFW9LWO7AyQZY7eXvV67ep/tg8hY7gOX5WeOluOXFIf/GuEtLrabC2o8Mr1iZHpoZHpwZHpwZHrljx9uppPndQ95XjHyPDTyPDjyPDjyvPLHr4r36BzJDAAAAAAAAABwjCYzAAAAAAAAAMAxmswAAAAAAAAAAMdoMgMAAAAAAAAAHKPJDAAAAAAAAABwjCYzAAAAAAAAAMAxmswAAAAAAAAAAMdoMgMAAAAAAAAAHKPJDAAAAAAAAABwjCYzAAAAAAAAAMAxmswAAAAAAAAAAMciq3sCFfH5fPL5fGHVFhYWWY1dXGxXX1RUYFdvOZ+i4hKrep8J734p5ZLLqj4iIsKqXpJiPB6renek3Tq8JXb3kTHGqj7cx1opl9tu/rb7wO22+/wn2sE+s1FQYPccKLHcXxGW22v7GLV9PBQWFlrVS1JeXr5Vvctl95iIiYmxqre9T0uK7LbZ7bIbPyYm/NcIl+VrHGo+Mr1iZHpoZHrlItNDI9ODCzfTyfO6hzyvGHkeGnleucjz0Mjz4KriPTpHMgMAAAAAAAAAHLNqMs+YMUNdunRRUlKSkpKS1KNHD33yySf+6wsKCjR69Gg1bNhQCQkJOu+887Rjx45KnzQAADg4ZDoAALUfeQ4AqCmsmszNmzfX/fffr5UrV2rFihU69dRTNXjwYP3www+SpJtvvlkfffSR3nnnHS1atEhbt27VueeeWyUTBwAAzpHpAADUfuQ5AKCmsDon81lnnRVwecqUKZoxY4aWLl2q5s2b66WXXtLrr7+uU089VZI0c+ZMHXHEEVq6dKn+9re/Vd6sAQDAQSHTAQCo/chzAEBN4ficzF6vV2+++aZyc3PVo0cPrVy5UsXFxerbt6+/pmPHjmrZsqWWLFlS4TiFhYXKyckJ+AEAAIcOmQ4AQO1HngMAqpN1k/n7779XQkKCPB6Prr/+er333ns68sgjtX37dkVHR6tBgwYB9U2bNtX27dsrHG/atGlKTk72/7Ro0cJ6IwAAgD0yHQCA2o88BwDUBNZN5g4dOmj16tVatmyZRo4cqWHDhunHH390PIEJEyYoOzvb/7NlyxbHYwEAgPCR6QAA1H7kOQCgJrA6J7MkRUdHq127dpKkbt26afny5XriiSd00UUXqaioSFlZWQGflO7YsUNpaWkVjufxeOTxeOxnDgAADgqZDgBA7UeeAwBqAsfnZC7l8/lUWFiobt26KSoqSvPnz/dft27dOv3666/q0aPHwa4GAABUMTIdAIDajzwHAFQHqyOZJ0yYoIEDB6ply5bav3+/Xn/9dS1cuFCffvqpkpOTNWLECI0bN06pqalKSkrSDTfcoB49evCttQAA1DBkOgAAtR95DgCoKayazDt37tQVV1yhbdu2KTk5WV26dNGnn36q008/XZL02GOPye1267zzzlNhYaH69++v6dOnV8nEAQCAc2Q6AAC1H3kOAKgpXMYYU92T+LOcnBwlJyfr6lEjFO2JDus2hYWFVusoKSmxqi8qKrKqLyyxu0tLfHb1LqtqKSIiwqre7bY/i4px282q2HIfuFx243u9Xqt6Y7kPIiLCe2yWcrvt9oHt9to+jY3PZ1Xvtay3fY4VFBRY1duKioqyqrd9/EhSbm5ula4jOtruMRcXY3cevbgou1P0274O2Tymi4uL9d/3PlB2draSkpIs14SahEwPjUwPjUwPUU+mB0Wmh1ZVmU6e1x3keWjkeWjkeYh68jwo8jy0mvAe/aDPyQwAAAAAAAAAqL9oMgMAAAAAAAAAHKPJDAAAAAAAAABwjCYzAAAAAAAAAMAxmswAAAAAAAAAAMdoMgMAAAAAAAAAHKPJDAAAAAAAAABwjCYzAAAAAAAAAMAxmswAAAAAAAAAAMdoMgMAAAAAAAAAHIus7gn8lTFGklRUVBT2bWxqJamkpMSqvrio2K6+xFjVlxi7epdVteTz+qzq3W77zx6M5U2KS7xW9S6X3VZ7fXbjG5/dPvB57ebjdlft9hrLx5Dx2T0mvJbjey2fYyXFds8xW7bPGa/Xbn9J9q8rPst1lFg+L0uK7eqLVbWvQzaP6eL//3iwfVyj5iHTQyPTQyPTQ9ST6UGR6aFVVaaT53UHeR4aeR4aeR6injwPijwPrSa8R3eZGpb6v/32m1q0aFHd0wAAVLMtW7aoefPm1T0NHAQyHQBAntd+5DkAQAqd6TWuyezz+bR161YlJiYGdNVzcnLUokULbdmyRUlJSdU4w0Onvm0z21u3sb11X2VtszFG+/fvV3p6uqOjNlBzkOl/YHvrvvq2zWxv3Uae46/I8/9T37aZ7a3b2N6671Bneo07XYbb7Q7aFU9KSqo3D4ZS9W2b2d66je2t+ypjm5OTkytpNqhOZHogtrfuq2/bzPbWbeQ5SpHnZdW3bWZ76za2t+47VJnOR8oAAAAAAAAAAMdoMgMAAAAAAAAAHKs1TWaPx6OJEyfK4/FU91QOmfq2zWxv3cb21n31cZvhTH17rLC9dV9922a2t26rb9sL5+rjY6W+bTPbW7exvXXfod7mGvfFfwAAAAAAAACA2qPWHMkMAAAAAAAAAKh5aDIDAAAAAAAAAByjyQwAAAAAAAAAcIwmMwAAAAAAAADAsVrTZH7mmWfUqlUrxcTEqHv37vr666+re0pVYtKkSXK5XAE/HTt2rO5pVaovvvhCZ511ltLT0+VyufT+++8HXG+M0d13361mzZopNjZWffv21fr166tnspUg1PYOHz68zD4fMGBA9Uz2IE2bNk3HH3+8EhMT1aRJEw0ZMkTr1q0LqCkoKNDo0aPVsGFDJSQk6LzzztOOHTuqacYHL5xt7t27d5l9fP3111fTjA/OjBkz1KVLFyUlJSkpKUk9evTQJ5984r++ru1fVL76kudS3c908vz9gOvrUp5L9S/TyXPyHPbqS6bX9TyXyHQyvW697pPp1ZfptaLJ/NZbb2ncuHGaOHGivvnmG3Xt2lX9+/fXzp07q3tqVeKoo47Stm3b/D9ffvlldU+pUuXm5qpr16565plnyr3+wQcf1JNPPqlnn31Wy5YtU3x8vPr376+CgoJDPNPKEWp7JWnAgAEB+/yNN944hDOsPIsWLdLo0aO1dOlSzZ07V8XFxerXr59yc3P9NTfffLM++ugjvfPOO1q0aJG2bt2qc889txpnfXDC2WZJuuaaawL28YMPPlhNMz44zZs31/3336+VK1dqxYoVOvXUUzV48GD98MMPkure/kXlqm95LtXtTCfPy6oreS7Vv0wnz8lz2KlvmV6X81wi08tDptfe130yvRoz3dQCJ5xwghk9erT/stfrNenp6WbatGnVOKuqMXHiRNO1a9fqnsYhI8m89957/ss+n8+kpaWZhx56yL8sKyvLeDwe88Ybb1TDDCvXX7fXGGOGDRtmBg8eXC3zqWo7d+40ksyiRYuMMX/sy6ioKPPOO+/4a3766ScjySxZsqS6plmp/rrNxhjTq1cvc9NNN1XfpKpYSkqKefHFF+vF/sXBqU95bkz9ynTyvG7nuTH1L9PJ87q7b1E56lOm16c8N4ZMN4ZMN6Zuve6T6Ydu39b4I5mLioq0cuVK9e3b17/M7Xarb9++WrJkSTXOrOqsX79e6enpatOmjS699FL9+uuv1T2lQyYzM1Pbt28P2N/Jycnq3r17nd3fkrRw4UI1adJEHTp00MiRI7Vnz57qnlKlyM7OliSlpqZKklauXKni4uKA/duxY0e1bNmyzuzfv25zqddee02NGjVSp06dNGHCBOXl5VXH9CqV1+vVm2++qdzcXPXo0aNe7F84Vx/zXKq/mU6e1608l+pfppPndXff4uDVx0yvr3kukelkeu3fx2T6odu3kZU+YiXbvXu3vF6vmjZtGrC8adOmWrt2bTXNqup0795ds2bNUocOHbRt2zbdc8896tmzp9asWaPExMTqnl6V2759uySVu79Lr6trBgwYoHPPPVetW7fWxo0b9Y9//EMDBw7UkiVLFBERUd3Tc8zn82ns2LE66aST1KlTJ0l/7N/o6Gg1aNAgoLau7N/ytlmShg4dqoyMDKWnp+u7777T7bffrnXr1uk///lPNc7Wue+//149evRQQUGBEhIS9N577+nII4/U6tWr6/T+xcGpb3ku1e9MJ8/rTp5L9S/TyXPyHMHVt0yvz3kukelkeu3ex2T6oc30Gt9krm8GDhzo/3+XLl3UvXt3ZWRk6O2339aIESOqcWaoKhdffLH//507d1aXLl3Utm1bLVy4UKeddlo1zuzgjB49WmvWrKlz5ysLpqJtvvbaa/3/79y5s5o1a6bTTjtNGzduVNu2bQ/1NA9ahw4dtHr1amVnZ+vdd9/VsGHDtGjRouqeFlDjkOn1S13Nc6n+ZTp5DuDPyPP6h0yvO8j0Q6vGny6jUaNGioiIKPPNhzt27FBaWlo1zerQadCggQ4//HBt2LChuqdySJTu0/q6vyWpTZs2atSoUa3e52PGjNHs2bO1YMECNW/e3L88LS1NRUVFysrKCqivC/u3om0uT/fu3SWp1u7j6OhotWvXTt26ddO0adPUtWtXPfHEE3V6/+Lg1fc8l+pXppPndSPPpfqX6eQ5eY7Q6num16c8l8h0iUyvrcj0Q5/pNb7JHB0drW7dumn+/Pn+ZT6fT/Pnz1ePHj2qcWaHxoEDB7Rx40Y1a9asuqdySLRu3VppaWkB+zsnJ0fLli2rF/tbkn777Tft2bOnVu5zY4zGjBmj9957T59//rlat24dcH23bt0UFRUVsH/XrVunX3/9tdbu31DbXJ7Vq1dLUq3cx+Xx+XwqLCysk/sXlae+57lUvzKdPK/deS7Vv0wnz8lzhK++Z3p9ynOJTJfI9NqGTK/GTK/0rxKsAm+++abxeDxm1qxZ5scffzTXXnutadCggdm+fXt1T63S3XLLLWbhwoUmMzPTLF682PTt29c0atTI7Ny5s7qnVmn2799vVq1aZVatWmUkmUcffdSsWrXKbN682RhjzP33328aNGhgPvjgA/Pdd9+ZwYMHm9atW5v8/PxqnrkzwbZ3//795tZbbzVLliwxmZmZZt68eebYY4817du3NwUFBdU9dWsjR440ycnJZuHChWbbtm3+n7y8PH/N9ddfb1q2bGk+//xzs2LFCtOjRw/To0ePapz1wQm1zRs2bDCTJ082K1asMJmZmeaDDz4wbdq0Maeccko1z9yZv//972bRokUmMzPTfPfdd+bvf/+7cblc5rPPPjPG1L39i8pVn/LcmLqf6eR53c1zY+pfppPn5Dns1KdMr+t5bgyZTqbXrdd9Mr36Mr1WNJmNMeapp54yLVu2NNHR0eaEE04wS5cure4pVYmLLrrINGvWzERHR5vDDjvMXHTRRWbDhg3VPa1KtWDBAiOpzM+wYcOMMcb4fD5z1113maZNmxqPx2NOO+00s27duuqd9EEItr15eXmmX79+pnHjxiYqKspkZGSYa665ptb+clbedkoyM2fO9Nfk5+ebUaNGmZSUFBMXF2fOOeccs23btuqb9EEKtc2//vqrOeWUU0xqaqrxeDymXbt25rbbbjPZ2dnVO3GHrrrqKpORkWGio6NN48aNzWmnneYPL2Pq3v5F5asveW5M3c908rzu5rkx9S/TyXPyHPbqS6bX9Tw3hkwn0+vW6z6ZXn2Z7jLGGOfHQQMAAAAAAAAA6rMaf05mAAAAAAAAAEDNRZMZAAAAAAAAAOAYTWYAAAAAAAAAgGM0mQEAAAAAAAAAjtFkBgAAAAAAAAA4RpMZAAAAAAAAAOAYTWYAAAAAAAAAgGM0mQEAAAAAAAAAjtFkBg6RTZs2yeVyafXq1WHfZtasWWrQoEG1zwMAANQsf/0dYdKkSTr66KPDvj2/DwAAcPBcLpfef/99Sc6ytXfv3ho7dmyVzA041GgyA5a2bNmiq666Sunp6YqOjlZGRoZuuukm7dmzJ+jtWrRooW3btqlTp05hr+uiiy7Szz//fLBTBgCgTho+fLhcLpfuv//+gOXvv/++XC5XNc0KAAAcaqW/E7hcLkVHR6tdu3aaPHmySkpKqntqQL1Bkxmw8Msvv+i4447T+vXr9cYbb2jDhg169tlnNX/+fPXo0UN79+4t93ZFRUWKiIhQWlqaIiMjw15fbGysmjRpUlnTBwCgzomJidEDDzygffv2VfdUKkVRUVF1TwEAgFppwIAB2rZtm9avX69bbrlFkyZN0kMPPWQ9jtfrlc/nq4IZAnUbTWbAwujRoxUdHa3PPvtMvXr1UsuWLTVw4EDNmzdPv//+u+644w5JUqtWrXTvvffqiiuuUFJSkq699tpy/3Tmww8/VPv27RUTE6M+ffro5ZdflsvlUlZWlqSK/xT2lVdeUatWrZScnKyLL75Y+/fv99fMmTNHJ598sho0aKCGDRvqzDPP1MaNGw/F3QMAwCHXt29fpaWladq0aRXW/Pvf/9ZRRx0lj8ejVq1a6ZFHHgm4vlWrVpo6daquuuoqJSYmqmXLlnr++eeDrnfhwoVyuVz673//qy5duigmJkZ/+9vftGbNGn/Nnj17dMkll+iwww5TXFycOnfurDfeeCNgnN69e2vMmDEaO3asGjVqpP79+0uSHn30UXXu3Fnx8fFq0aKFRo0apQMHDljdNy+++KKOOOIIxcTEqGPHjpo+fbrV7QEAqE08Ho/S0tKUkZGhkSNHqm/fvvrwww9DZmrp++4PP/xQRx55pDwej3799VctX75cp59+uho1aqTk5GT16tVL33zzjdWc1qxZo4EDByohIUFNmzbV5Zdfrt27d1f2pgM1Ak1mIEx79+7Vp59+qlGjRik2NjbgurS0NF166aV66623ZIyRJD388MPq2rWrVq1apbvuuqvMeJmZmTr//PM1ZMgQffvtt7ruuuv8TepgNm7cqPfff1+zZ8/W7NmztWjRooA/E87NzdW4ceO0YsUKzZ8/X263W+eccw6fxAIA6qSIiAhNnTpVTz31lH777bcy169cuVIXXnihLr74Yn3//feaNGmS7rrrLs2aNSug7pFHHtFxxx2nVatWadSoURo5cqTWrVsXcv233XabHnnkES1fvlyNGzfWWWedpeLiYklSQUGBunXrpv/+979as2aNrr32Wl1++eX6+uuvA8Z4+eWXFR0drcWLF+vZZ5+VJLndbj355JP64Ycf9PLLL+vzzz/X+PHjw75fXnvtNd19992aMmWKfvrpJ02dOlV33XWXXn755bDHAACgNouNjVVRUVFYmZqXl6cHHnhAL774on744Qc1adJE+/fv17Bhw/Tll19q6dKlat++vQYNGhRwkFcwWVlZOvXUU3XMMcdoxYoVmjNnjnbs2KELL7ywKjYXqH4GQFiWLl1qJJn33nuv3OsfffRRI8ns2LHDZGRkmCFDhgRcn5mZaSSZVatWGWOMuf32202nTp0Cau644w4jyezbt88YY8zMmTNNcnKy//qJEyeauLg4k5OT41922223me7du1c47127dhlJ5vvvvy93HgAA1FbDhg0zgwcPNsYY87e//c1cddVVxhhj3nvvPVP6a+7QoUPN6aefHnC72267zRx55JH+yxkZGeayyy7zX/b5fKZJkyZmxowZFa57wYIFRpJ58803/cv27NljYmNjzVtvvVXh7c444wxzyy23+C/36tXLHHPMMSG39Z133jENGzb0Xy7vd4SuXbv6L7dt29a8/vrrAWPce++9pkePHsYYfh8AANQtf/6dwOfzmblz5xqPx2NuvfXWMrXlZaoks3r16qDr8Hq9JjEx0Xz00Uf+ZX/uEfw1W++9917Tr1+/gDG2bNliJJl169YZY/74PeCmm26y3FqgZuJIZsCS+f9HKody3HHHBb1+3bp1Ov744wOWnXDCCSHHbdWqlRITE/2XmzVrpp07d/ovr1+/XpdcconatGmjpKQktWrVSpL066+/hjVvAABqowceeEAvv/yyfvrpp4DlP/30k0466aSAZSeddJLWr18vr9frX9alSxf//10ul9LS0vz5WvpnrgkJCTrqqKMCxurRo4f//6mpqerQoYN/Dl6vV/fee686d+6s1NRUJSQk6NNPPy2Tyd26dSuzPfPmzdNpp52mww47TImJibr88su1Z88e5eXlhbwvcnNztXHjRo0YMcI/74SEBN13332cQgsAUGfNnj1bCQkJiomJ0cCBA3XRRRdp0qRJYWVqdHR0wO8CkrRjxw5dc801at++vZKTk5WUlKQDBw6E/d7622+/1YIFCwKyuGPHjpJEHqNOCv8byIB6rl27dnK5XPrpp590zjnnlLn+p59+UkpKiho3bixJio+Pr5J5REVFBVx2uVwBp8I466yzlJGRoRdeeEHp6eny+Xzq1KkTXyQEAKjTTjnlFPXv318TJkzQ8OHDrW8fLF9ffPFF5efnl1sXzEMPPaQnnnhCjz/+uP9ckGPHji2TyX/9nWHTpk0688wzNXLkSE2ZMkWpqan68ssvNWLECBUVFSkuLi7oekvPM/nCCy+oe/fuAddFRESEPX8AAGqTPn36aMaMGYqOjlZ6eroiIyPDztTY2Fi5XK6A8YYNG6Y9e/boiSeeUEZGhjwej3r06BH2e+sDBw7orLPO0gMPPFDmumbNmh38BgM1DE1mIEwNGzbU6aefrunTp+vmm28OOC/z9u3b9dprr+mKK64oE0wV6dChgz7++OOAZcuXLz+oOe7Zs0fr1q3TCy+8oJ49e0qSvvzyy4MaEwCA2uL+++/X0UcfrQ4dOviXHXHEEVq8eHFA3eLFi3X44YeH3XA97LDDKrxu6dKlatmypSRp3759+vnnn3XEEUf41zN48GBddtllkiSfz6eff/5ZRx55ZND1rVy5Uj6fT4888ojc7j/+8PDtt98Oa66S1LRpU6Wnp+uXX37RpZdeGvbtAACozeLj49WuXbuAZQeTqYsXL9b06dM1aNAgSdKWLVusvrTv2GOP1b///W+1atVKkZG031D3cboMwMLTTz+twsJC9e/fX1988YW2bNmiOXPm6PTTT9dhhx2mKVOmhD3Wddddp7Vr1+r222/Xzz//rLffftv/JUThNqr/KiUlRQ0bNtTzzz+vDRs26PPPP9e4ceMcjQUAQG3TuXNnXXrppXryySf9y2655RbNnz9f9957r37++We9/PLLevrpp3XrrbdWyjonT56s+fPna82aNRo+fLgaNWqkIUOGSJLat2+vuXPn6quvvtJPP/2k6667Tjt27Ag5Zrt27VRcXKynnnpKv/zyi1555RX/FwKG65577tG0adP05JNP6ueff9b333+vmTNn6tFHH3WymQAA1EoHk6nt27fXK6+8op9++knLli3TpZdeGnCwWSijR4/W3r17dckll2j58uXauHGjPv30U1155ZUBp+wC6gqazICF9u3ba8WKFWrTpo0uvPBCtW3bVtdee6369OmjJUuWKDU1NeyxWrdurXfffVf/+c9/1KVLF82YMUN33HGHJMnj8Tian9vt1ptvvqmVK1eqU6dOuvnmm/XQQw85GgsAgNpo8uTJAaeROvbYY/X222/rzTffVKdOnXT33Xdr8uTJjk6pUZ77779fN910k7p166bt27fro48+UnR0tCTpzjvv1LHHHqv+/furd+/eSktL8zegg+nataseffRRPfDAA+rUqZNee+01TZs2zWpeV199tV588UXNnDlTnTt3Vq9evTRr1iy1bt3ayWYCAFArHUymvvTSS9q3b5+OPfZYXX755brxxhvVpEmTsNednp6uxYsXy+v1ql+/furcubPGjh2rBg0a+I+qBuoSlwn3W8wAVLkpU6bo2Wef1ZYtW6p7KgAAIIiFCxeqT58+2rdvnxo0aFDd0wEAAACqFSeFAarR9OnTdfzxx6thw4ZavHixHnroIY0ZM6a6pwUAAAAAAACEjSYzUI3Wr1+v++67T3v37lXLli11yy23aMKECdU9LQAAAAAAACBsnC4DAAAAAAAAAOAYZxoHAAAAAAAAADhGkxkAAAAAAAAA4BhNZgAAAAAAAACAYzSZAQAAAAAAAACO0WQGAAAAAAAAADhGkxkAAAAAAAAA4BhNZgAAAAAAAACAYzSZAQAAAAAAAACO/T+hwLvAVmCfiQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1500x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1500x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABZkAAAHrCAYAAACtlpOGAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy89olMNAAAACXBIWXMAAA9hAAAPYQGoP6dpAABwYklEQVR4nO3deXhTdf7+/zvd0r1lKbRlKauIsiio2HEDRTZlQB1RQQfcF3AE3IZxRnFF1MEdHMUBxnEbnVEUFRcU/ImggKCigIBFUHak+568f3/wbT7E0iTvQ0O35+O6el02uXPyPjlJb/JqPHUZY4wAAAAAAAAAAHAgoq4XAAAAAAAAAABouBgyAwAAAAAAAAAcY8gMAAAAAAAAAHCMITMAAAAAAAAAwDGGzAAAAAAAAAAAxxgyAwAAAAAAAAAcY8gMAAAAAAAAAHCMITMAAAAAAAAAwDGGzAAAAAAAAAAAxxgyo9FxuVyaOnVqXS8joHHjxikxMbGul9GoTJ06VS6XS3v37g2a7dChg8aNG+f7fvHixXK5XFq8eHH4FggAAAAAANBIMWRuonJycjRhwgQdddRRio+PV3x8vI455hiNHz9e33zzTV0vL6z69+8vl8sV9OtwB9XFxcWaOnVqgx5cfv7555o6dapyc3PreikAAAAAAACop6LqegE48hYsWKCLLrpIUVFRGjNmjHr37q2IiAitX79e//vf/zRr1izl5OQoKyurrpcaFnfccYeuuuoq3/crVqzQE088ob/85S/q3r277/JevXod1v0UFxfr7rvvlnRgsN0Qff7557r77rs1btw4paam1vVyas2GDRsUEcHv2AAAAAAAAGoDQ+YmZvPmzbr44ouVlZWlRYsWKSMjw+/66dOna+bMmUEHcEVFRUpISAjnUsPm7LPP9vs+NjZWTzzxhM4+++yAw+CGvM/w53a763oJAAAAAAAAjQYf5WtiHnroIRUVFWnOnDnVBsySFBUVpT/96U9q166d77Kq8wdv3rxZw4YNU1JSksaMGSPpwOD15ptvVrt27eR2u9WtWzc98sgjMsb4br9lyxa5XC7NnTu32v399rQUVefV3bRpk+/TsykpKbr88stVXFzsd9uysjJNmjRJaWlpSkpK0u9//3v9/PPPh/kI+a/j+++/1+jRo9WsWTOdeuqpkg58KvlQw+hx48apQ4cOvn1OS0uTJN199901noLjl19+0ciRI5WYmKi0tDTdcsst8ng8fpkdO3Zo/fr1qqioCLruRx55RL/73e/UokULxcXFqW/fvnr99df9MqEej6lTp+rWW2+VJHXs2NG3D1u2bJEkVVZW6t5771Xnzp3ldrvVoUMH/eUvf1FZWZnfNjt06KBzzz1Xixcv1gknnKC4uDj17NnTdxqR//3vf+rZs6diY2PVt29frV69utq6Pv74Y5122mlKSEhQamqqRowYoXXr1h3yMdi7d69GjRql5ORktWjRQjfddJNKS0urrengczLX5IsvvtCQIUOUkpKi+Ph4nXHGGVq6dGnQ2wEAAAAAADQlDJmbmAULFqhLly7q16+f1e0qKys1ePBgtWrVSo888oguuOACGWP0+9//Xo8++qiGDBmiGTNmqFu3brr11ls1efLkw1rnqFGjVFBQoGnTpmnUqFGaO3eu79QTVa666io99thjGjRokB588EFFR0frnHPOOaz7/a0LL7xQxcXFeuCBB3T11VeHfLu0tDTNmjVLknTeeefphRde0AsvvKDzzz/fl/F4PBo8eLBatGihRx55RGeccYb+/ve/69lnn/Xb1pQpU9S9e3f98ssvQe/38ccf1/HHH6977rlHDzzwgKKionThhRfqnXfeCXntVc4//3xdcsklkqRHH33Utw9Vw/OrrrpKd955p/r06aNHH31UZ5xxhqZNm6aLL7642rY2bdqk0aNHa/jw4Zo2bZr279+v4cOH68UXX9SkSZN06aWX6u6779bmzZs1atQoeb1e320/+ugjDR48WLt379bUqVM1efJkff755zrllFN8A++DjRo1SqWlpZo2bZqGDRumJ554Qtdcc431/n/88cc6/fTTlZ+fr7vuuksPPPCAcnNzdeaZZ+rLL7+03h4AAAAAAEBjxekympD8/Hxt375dI0eOrHZdbm6uKisrfd8nJCQoLi7O931ZWZkuvPBCTZs2zXfZ/Pnz9fHHH+u+++7THXfcIUkaP368LrzwQj3++OOaMGGCOnfu7Gitxx9/vJ5//nnf9/v27dPzzz+v6dOnS5K+/vpr/fvf/9YNN9ygp59+2nffY8aMqdU/XNi7d2+99NJL1rdLSEjQH/7wB11//fXq1auXLr300mqZ0tJSXXTRRfrb3/4mSbruuuvUp08fPf/887r++usdrfeHH37wO24TJkxQnz59NGPGDOsBfK9evdSnTx+9/PLLGjlypO9T2tKBx3/evHm66qqr9Nxzz0mSbrjhBt8vIT755BMNGDDAl9+wYYM+//xzZWdnS5KOOeYYDR48WFdffbXWr1+v9u3bS5KaNWuma6+9Vp9++qnv0+K33nqrmjdvrmXLlql58+aSpJEjR+r444/XXXfdpXnz5vmtu2PHjpo/f76kA8+J5ORkzZw5U7fcckvI59k2xui6667TgAED9N5778nlckmSrr32Wh177LH661//qg8++MDq8QQAAAAAAGis+CRzE5Kfny9JSkxMrHZd//79lZaW5vuqGtwe7LeDz3fffVeRkZH605/+5Hf5zTffLGOM3nvvPcdrve666/y+P+2007Rv3z7fPrz77ruSVO2+J06c6Pg+Q1lHbTvUfv74449+l82dO1fGGL8hb00OHjDv379feXl5Ou200/TVV1/VynqrVD3+v/3E+s033yxJ1T45fcwxx/gGzJJ8n6Q/88wzfQPmgy+vegx27NihNWvWaNy4cb4Bs3RgAH722Wf71nGw8ePH+31/4403+q05FGvWrNHGjRs1evRo7du3T3v37tXevXtVVFSks846S59++qnfp60BAAAAAACaMj7J3IQkJSVJkgoLC6td949//EMFBQXatWvXIT91GxUVpbZt2/pd9tNPPykzM9O33Srdu3f3Xe/UwYNH6cAnXKUDg9Pk5GT99NNPioiIqPZJ6W7dujm+z0Pp2LFjrW7vYLGxsb5TT1Rp1qyZ9u/f73ibCxYs0H333ac1a9b4nRu56pO4taXq8e/SpYvf5enp6UpNTa127H97PFNSUiTJ79zfB19e9RhUbedQx7V79+56//33q/1Bxq5du/rlOnfurIiIiEOeWqMmGzdulCSNHTu2xkxeXp7veQkAAAAAANCUMWRuQlJSUpSRkaG1a9dWu67qE6Q1DeLcbrciIpx98L2mAedv/8DdwSIjIw95+cF/UPBIOPiTwVVcLtch1xFofw6lpn106v/7//4//f73v9fpp5+umTNnKiMjQ9HR0ZozZ47fKT+cHI+ahDq8rmlfj8RxdjJgr/qU8sMPP6zjjjvukJlD/R8BAAAAAAAATRFD5ibmnHPO0ezZs/Xll1/qpJNOOqxtZWVl6aOPPlJBQYHfp5nXr1/vu176v08h5+bm+t3+cD7pnJWVJa/Xq82bN/t9ynXDhg2OtxmqZs2aVTulhVR9f2r708PB/Pe//1VsbKzef/99ud1u3+Vz5szxy9kcj5r2oerx37hxo++T65K0a9cu5ebm+o794arazqGO6/r169WyZUu/TzFLBz6FfPAn0Ddt2iSv1xvS6UaqVH1CPjk5WQMHDnSwcgAAAAAAgKaDczI3Mbfddpvi4+N1xRVXaNeuXdWut/kE6bBhw+TxePTUU0/5Xf7oo4/K5XJp6NChkg4M6lq2bKlPP/3ULzdz5kwHe3BA1bafeOIJv8sfe+wxx9sMVefOnbV+/Xrt2bPHd9nXX3+tpUuX+uXi4+MlVR/m2tqxY4fWr1+vioqKgLnIyEi5XC6/TyRv2bJFb775pl/O5nhUDXB/uw/Dhg2TVP3xnjFjhiRZ/5HBmmRkZOi4447TvHnz/Nawdu1affDBB751HOy35xN/8sknJf3fcyYUffv2VefOnfXII48c8vQyBx97AAAAAACApo5PMjcxXbt21UsvvaRLLrlE3bp105gxY9S7d28ZY5STk6OXXnpJERER1c6/fCjDhw/XgAEDdMcdd2jLli3q3bu3PvjgA82fP18TJ070O1/yVVddpQcffFBXXXWVTjjhBH366af64YcfHO/Hcccdp0suuUQzZ85UXl6efve732nRokXatGmT422G6oorrtCMGTM0ePBgXXnlldq9e7eeeeYZHXvssb4/TCgdONXGMccco1dffVVHHXWUmjdvrh49eqhHjx5W9zdlyhTNmzdPOTk5AT+Ne84552jGjBkaMmSIRo8erd27d+vpp59Wly5d9M033/hlQz0effv2lSTdcccduvjiixUdHa3hw4erd+/eGjt2rJ599lnl5ubqjDPO0Jdffql58+Zp5MiRGjBggNU+BvLwww9r6NChys7O1pVXXqmSkhI9+eSTSklJ0dSpU6vlc3Jy9Pvf/15DhgzRsmXL9O9//1ujR49W7969Q77PiIgIzZ49W0OHDtWxxx6ryy+/XG3atNEvv/yiTz75RMnJyXr77bdrbR8BAAAAAAAaMj7J3ASNGDFC3377rUaPHq0PPvhAN910kyZNmqT58+frnHPO0VdffaWLL7446HYiIiL01ltvaeLEiVqwYIEmTpyo77//Xg8//LDvE61V7rzzTl155ZV6/fXXddttt8nj8ei99947rP345z//qT/96U9auHChbrvtNlVUVOidd945rG2Gonv37vrXv/6lvLw8TZ48WW+99ZZeeOEF9enTp1p29uzZatOmjSZNmqRLLrlEr7/+etjWdeaZZ+r555/Xzp07NXHiRL388suaPn26zjvvvGrZUI/HiSeeqHvvvVdff/21xo0bp0suucT3Kd7Zs2fr7rvv1ooVKzRx4kR9/PHHmjJlil555ZVa3a+BAwdq4cKFatGihe6880498sgjOvnkk7V06dJD/mHGV199VW63W3/+85/1zjvvaMKECXr++eet77d///5atmyZTjjhBD311FO68cYbNXfuXKWnp2vSpEm1sWsAAAAAAACNgssc6b+kBgAAAAAAAABoNPgkMwAAAAAAAADAMYbMAAAAAAAAAADHGDIDAAAAAAAAABxjyAwAAABIKisr0xVXXKH27dsrOTlZJ598spYtW1bXywIAABboc6BuMGQGAAAAJFVWVqpDhw767LPPlJubq4kTJ2r48OEqLCys66UBAIAQ0edA3WDIDAAAgFo3depUuVwu7d27N2h27ty5crlc2rJlS62u4aGHHtLRRx8tr9cbUj4hIUF33nmn2rdvr4iICF188cWKiYnRhg0banVdkJ555hm1b99eZWVldb0UAEAA9DkCoc9xMIbMQAAdOnTQuHHjfN8vXrxYLpdLixcvrrX7cLlcmjp1aq1tL9y2bNkil8ulRx55JGi26h8kAAAcafn5+Zo+fbpuv/12RURU/yfv3LlzdfTRR2vSpEk1bmPjxo369ddf1aVLl1pZU1lZmW6//XZlZmYqLi5O/fr104cffljrtw1Htra3OW7cOJWXl+sf//hHSPsPAGia6HP6HA0HQ2bUW1W/Ba36io2N1VFHHaUJEyZo165ddb08K++++26DGiQDAHAkXXbZZSopKVFWVlatbfOf//ynKisrdckll1S7btOmTbruuut00UUX6a233jrk7UtKSnTppZdqypQpSklJqZU1jRs3TjNmzNCYMWP0+OOPKzIyUsOGDdNnn31Wq7cNR7a2txkbG6uxY8dqxowZMsaE8vABAOo5+pw+RxNngHpqzpw5RpK55557zAsvvGCee+45M3bsWBMREWE6duxoioqKwr6GrKwsM3bsWN/3Ho/HlJSUGI/HY7Wd8ePHm5pebiUlJaaiouJwlnlE5eTkGEnm4YcfDpqtqKgwJSUlR2BVAID65q677jKSzJ49e+rk/nv16mUuvfTSQ153xx13mHPPPdc8+eSTpl+/ftWuLy8vN+ecc44ZPXq08Xq9tbKeL774olp/lpSUmM6dO5vs7Oxau204suG6/5UrVxpJZtGiRQH3HwBQd+hzf/Q5fY6a8Ulm1HtDhw7VpZdeqquuukpz587VxIkTlZOTo/nz59d4m6KiorCsJSIiQrGxsYf833Scio2NVVRUVK1trz6JiopSbGxsXS8DABAGBQUFmjhxojp06CC3261WrVrp7LPP1ldffeWXy83N1bhx45SamqqUlBRdfvnlKi4u9sv89hyOVadbWr9+vUaNGqXk5GS1aNFCN910k0pLS4OuLScnR998840GDhx4yOvffvtt/f73v9eKFSt0/PHH+13n9Xp12WWXyeVyad68ebV22qfXX39dkZGRuuaaa3yXxcbG6sorr9SyZcu0bdu2WrltOLLhuv++ffuqefPmAf9NBwAIL/rcDn1On6NmDJnR4Jx55pmSDhSOdOB/4UhMTNTmzZs1bNgwJSUlacyYMZIOFMtjjz2mY489VrGxsWrdurWuvfZa7d+/32+bxhjdd999atu2reLj4zVgwAB999131e67pnMyf/HFFxo2bJiaNWumhIQE9erVS48//rhvfU8//bQk+Z3+o8qhzsm8evVqDR06VMnJyUpMTNRZZ52l5cuX+2WqCnzp0qWaPHmy0tLSlJCQoPPOO0979uzxy+bl5Wn9+vXKy8sL+viuXLlSgwcPVsuWLRUXF6eOHTvqiiuuOGT22WefVefOneV2u3XiiSdqxYoVftcf6pzMLpdLEyZM0Isvvqhu3bopNjZWffv21aeffhp0bQCA+uO6667TrFmzdMEFF2jmzJm65ZZbFBcXp3Xr1vnlRo0apYKCAk2bNk2jRo3S3Llzdffdd4d0H6NGjVJpaammTZumYcOG6YknnvB7s1OTzz//XJLUp0+fatft3btX3377rc444wx99NFHOuuss/yuv/baa7Vjxw699tprh/wlcEVFhfbu3RvS18F/oGj16tU66qijlJyc7Le9k046SZK0Zs2aGvfH5rbhyIbr/qUDx2jp0qWH2m0AwBFAn9Pn9DlqS+P8+CQatc2bN0uSWrRo4bussrJSgwcP1qmnnqpHHnlE8fHxkg4Uy9y5c3X55ZfrT3/6k3JycvTUU09p9erVWrp0qaKjoyVJd955p+677z4NGzZMw4YN01dffaVBgwapvLw86Ho+/PBDnXvuucrIyNBNN92k9PR0rVu3TgsWLNBNN92ka6+9Vtu3b9eHH36oF154Iej2vvvuO5122mlKTk7WbbfdpujoaP3jH/9Q//79tWTJEvXr188vf+ONN6pZs2a66667tGXLFj322GOaMGGCXn31VV/mjTfe0OWXX645c+b4/SHD39q9e7cGDRqktLQ0/fnPf1Zqaqq2bNmi//3vf9WyL730kgoKCnTttdfK5XLpoYce0vnnn68ff/zR97jWZMmSJXr11Vf1pz/9SW63WzNnztSQIUP05ZdfqkePHkEfIwBA3XvnnXd09dVX6+9//7vvsttuu61a7vjjj9fzzz/v+37fvn16/vnnNX369KD30bFjR9+nYsaPH6/k5GTfG+BevXrVeLv169f7bv9by5YtU2pqqrZv366ioiKdc845vut++uknzZ49W7GxsWrZsqXv8vfee0+nnXaaJGnp0qUaMGBA0LVLB34h3qFDB0nSjh07lJGRUS1Tddn27dtr3I7NbcORDdf9S1KnTp1C+vcRACA86PPg6PPAWYk+xwEMmVHv5eXlae/evSotLdXSpUt1zz33KC4uTueee64vU1ZWpgsvvFDTpk3zXfbZZ59p9uzZevHFFzV69Gjf5QMGDNCQIUP02muvafTo0dqzZ48eeughnXPOOXr77bd9n7y944479MADDwRcm8fj0bXXXquMjAytWbNGqampvuvM/zvpfXZ2to466ih9+OGHuvTSS4Pu71//+ldVVFTos88+U6dOnSRJf/zjH9WtWzfddtttWrJkiV++RYsW+uCDD3zr9nq9euKJJ5SXl2f9hw0+//xz7d+/Xx988IFOOOEE3+X33XdftezWrVu1ceNGNWvWTJLUrVs3jRgxQu+//77fsTmUtWvXauXKlerbt68k6eKLL1a3bt105513HnKgDQCof1JTU/XFF19o+/btyszMrDF33XXX+X1/2mmn6Y033lB+fn61T8f81vjx4/2+v/HGGzVz5ky9++67Ad+U7tu3T1FRUUpMTKx23YoVK9SzZ08988wzGjNmjOLi4nzXZWVlBf2jNb179w75L8inp6f7/rukpERut7tapuq0UiUlJTVux+a24ciG6/4lqVmzZiopKVFxcbHvQwIAgCOHPg+OPg+clehzHMCQGfXeb8+/lJWVpRdffFFt2rTxu/z666/3+/61115TSkqKzj77bO3du9d3ed++fZWYmKhPPvlEo0eP1kcffaTy8nLdeOONfqd2mDhxYtAh8+rVq5WTk6NHH33Ub8AsydE5nzwejz744AONHDnSN2CWDvy2cPTo0Xruueeqlfg111zjd1+nnXaaHn30Uf3000++wh43blzATzBXqdqHBQsWqHfv3gE/kXzRRRf5BsxV9ytJP/74Y9D7yc7O9g2YJal9+/YaMWKE3n77bXk8HkVGRgbdBgCgbj300EMaO3as2rVrp759+2rYsGH64x//6Ndf0oGf8Qer6o79+/cHfVPatWtXv+87d+6siIgI37kendiwYYMiIyM1f/58ff/999a3b9asWY3nhgwkLi5OZWVl1S6vOiflwW+OD+e24ciG6/6l//ulfG2dKxMAYIc+t0Of0+eoGedkRr339NNP68MPP9Qnn3yi77//Xj/++KMGDx7sl4mKilLbtm39Ltu4caPy8vLUqlUrpaWl+X0VFhZq9+7dkg78rzRS9eJLS0vzG6IeStWpO2rrFA979uxRcXGxunXrVu267t27y+v1VvtDAoHK3tYZZ5yhCy64QHfffbdatmypESNGaM6cOYcsl8O5398+1pJ01FFHqbi4uNr5pAEA9dOoUaP0448/6sknn1RmZqYefvhhHXvssXrvvff8cjX94jDYJ4wOJdQ3Li1atFBlZaUKCgqqXbd37159+umnuvjiiw/5v98GU15erp07d4b05fF4fLfLyMjQjh07qm2v6rJAnx6zuW04suG6f+nAvxvi4+MDvikHAIQPfU6f0+eoLQyZUe+ddNJJGjhwoPr376/u3bsrIqL609btdle73Ov1qlWrVvrwww8P+XXPPfccqV0Iq9ou+9dff13Lli3ThAkT9Msvv+iKK65Q3759VVhYGLb7BQA0TBkZGbrhhhv05ptvKicnRy1atND9999fa9vfuHGj3/ebNm2S1+v1nRexJkcffbSk//sjwQeLiIiQ2+0+5KmgQvH5558rIyMjpK+DfzF83HHH6YcfflB+fr7f9r744gvf9TWxuW04suG6f+nAMerevfuhdhsAcITQ5/T54dy/RJ/jAIbMaLQ6d+6sffv26ZRTTtHAgQOrffXu3VvSgdNvSNWLb8+ePUE/ldu5c2dJB84xHEiov6lNS0tTfHy8NmzYUO269evXKyIiQu3atQtpW4fj5JNP1v3336+VK1fqxRdf1HfffadXXnml1rb/28dakn744QfFx8crLS2t1u4HABAeHo9HeXl5fpe1atVKmZmZh/y/X5x6+umn/b5/8sknJUlDhw4NeLvs7GxJ0sqVK/0uN8Zo//79+uMf/1jttFuhqjqHYyhfB5/D8Q9/+IM8Ho+effZZ32VlZWWaM2eO+vXr5+v34uJirV+/3u9UX6HeNlzZcN2/JH311Vf63e9+F8pDDwCoZfQ5fU6fozZxTmY0WqNGjdLMmTN17733Vju3cmVlpQoLC5WamqqBAwcqOjpaTz75pAYNGuQbCD/22GNB76NPnz7q2LGjHnvsMY0bN67aH/6r2lZCQoIkKTc3t9q5mw8WGRmpQYMGaf78+dqyZYvvN7u7du3SSy+9pFNPPTXo+a4OJS8vz/fXYQP9McD9+/crNTXVbyhe9RvK2vxHxrJly/TVV1+pT58+kqRt27Zp/vz5GjJkCOdjBoAGoKCgQG3bttUf/vAH9e7dW4mJifroo4+0YsUKv79Of7hycnL0+9//XkOGDNGyZcv073//W6NHj/b9orgmnTp1Uo8ePfTRRx/piiuu8F3+3HPPac2aNZIO/B9Pf/nLX3TCCSfoD3/4Q8hrcnoOx379+unCCy/UlClTtHv3bnXp0kXz5s3Tli1b9Pzzz/tyX375pQYMGKC77rpLU6dOtbptuLLhuv9Vq1bp119/1YgRI6wfTwDA4aPP6XP6HLXKAPXUnDlzjCSzYsWKgLmxY8eahISEQ1537bXXGklm6NCh5tFHHzVPPfWUuemmm0xmZqZ57bXXfLkpU6YYSWbYsGHmqaeeMldeeaXJzMw0LVu2NGPHjvXlPvnkEyPJfPLJJ77LFi5caKKjo01WVpaZOnWq+cc//mEmTZpkBg0a5Mv85z//MZLMZZddZv7973+bl19+2XedJHPXXXf5vl+7dq1JSEgwbdq0Mffff7+ZPn266dSpk3G73Wb58uVBH59DrbEqO2fOnICP5aOPPmq6du1qbrvtNvOPf/zDPPLII6Zbt24mOTnZ/Pjjj8YYY3Jycowk8/DDD1e7/W/35a677jK//TEjyfTo0cO0bNnS3HPPPWb69OkmKyvLxMbGmq+//jrg+gAA9UNZWZm59dZbTe/evU1SUpJJSEgwvXv3NjNnzvRlqjpgz549fret6qScnJwaL6u67ffff2/+8Ic/mKSkJNOsWTMzYcIEU1JSEtIaZ8yYYRITE01xcbExxpiSkhIzYsQI895775mBAweaDh06mBtuuMFUVlYe3oNhoaSkxNxyyy0mPT3duN1uc+KJJ5qFCxf6Zap6/OA+DfW24cyGY5u33367ad++vfF6vYfcDgAgvOhzZ+hzf/Q5qjBkRr1VG0NmY4x59tlnTd++fU1cXJxJSkoyPXv2NLfddpvZvn27L+PxeMzdd99tMjIyTFxcnOnfv79Zu3atycrKCjpkNsaYzz77zJx99tm+Yu7Vq5d58sknfddXVlaaG2+80aSlpRmXy+U3eD1U8Xz11Vdm8ODBJjEx0cTHx5sBAwaYzz//PKTH53CGzF999ZW55JJLTPv27Y3b7TatWrUy5557rlm5cqUvUxtD5vHjx5t///vfpmvXrsbtdpvjjz++2mMKAGi6anpDayM3N9c0b97czJ49uxZXhtpSWlpq0tPTzWOPPVbXSwEAhAl93vjR5ziYyxj+SheAI8flcmn8+PF66qmn6nopAIB6aurUqbr77ru1Z88etWzZ0vF2pk+frjlz5uj7778/5B8ORt155pln9MADD2jjxo1yu911vRwAQBjQ540ffY6D8eoEAABAo3T77bf7/nAu6pfrrrtOW7du5Q0pACAo+rz+os9xMF6hAAAAAAAAAADHOF0GgCOK02UAAAAAAAA0LlF1vQAATQu/1wIAAAAAAGhcOF0GAAAAAAAAAMCxevdJZq/Xq+3btyspKUkul6uulwMAOMKMMSooKFBmZiZ/3KOBo9MBoOmizxsP+hwAmrZQO73eDZm3b9+udu3a1fUyAAB1bNu2bWrbtm1dLwOHgU4HANDnDR99DgCQgnd6vRsyJyUlSZJmzX1TcfEJId3G6/Va3UdcTIxVPjo21ipvIt1W+Upj99vgKEVa5SM8VnFF2z2cB1ieZ9dE2X2aocIV3vP4ujyW2zfRVnFPhd32PbYHLcwfKLA9j7L1eZct1+/1Wj6elnfg5Nlmu89e27zH8jlhyXafK62fE6H/YCkpLtKtV57l6wM0XHR6cHR67aPTA6PTQ7gNnR54+yF2On3eeNDnwdHntY8+D4w+D+E29Hng7YfhPXq9GzJX/e83cfEJig9XgbntCibGssC81gVm98PctsAim2CB2b4YI8JcYJUUWGBNscAsf255mlCBVeF/x2z46PTg6PQQtm+VptODodNDuA2dHnj7lp1Onzd89Hlw9HkI27dK0+fB0Och3IY+D7z9MLxHD9vJsZ5++ml16NBBsbGx6tevn7788stw3RUAAAgT+hwAgMaBTgcAhFNYhsyvvvqqJk+erLvuuktfffWVevfurcGDB2v37t3huDsAABAG9DkAAI0DnQ4ACLewDJlnzJihq6++WpdffrmOOeYYPfPMM4qPj9c///nPatmysjLl5+f7fQEAgLpn0+cSnQ4AQH3Fe3QAQLjV+pC5vLxcq1at0sCBA//vTiIiNHDgQC1btqxaftq0aUpJSfF98VdrAQCoe7Z9LtHpAADUR7xHBwAcCbU+ZN67d688Ho9at27td3nr1q21c+fOavkpU6YoLy/P97Vt27baXhIAALBk2+cSnQ4AQH3Ee3QAwJEQVdcLcLvdclv+JVkAAFD/0OkAADR89DkAwIla/yRzy5YtFRkZqV27dvldvmvXLqWnp9f23QEAgDCgzwEAaBzodADAkVDrQ+aYmBj17dtXixYt8l3m9Xq1aNEiZWdn1/bdAQCAMKDPAQBoHOh0AMCREJbTZUyePFljx47VCSecoJNOOkmPPfaYioqKdPnll4fj7gAAQBjQ5wAANA50OgAg3MIyZL7ooou0Z88e3Xnnndq5c6eOO+44LVy4sNofGgjE6zrwFYood7TV+sq9Hqt8UV6BVT46IcSF/z+R0XFWeRm77Xtll690Gau8JHlKK6zypXklVvmYWLtzgnnktcoXlhRa5SNcdutJTEixyhvL9Xs9ds9pl8vuOWH7jDDG7ha2Tzmv1+4Gtq8By+UfuA+v3TGzfYw8YT7GXsuj7LVcv83jY7uvCJ/a6HOJTg+ITg+KTg+MTg+MTg8hH6ZOp8/rF96j0+fB0OeB0eeB0efBNdQ+l0Lf17D94b8JEyZowoQJ4do8AAA4AuhzAAAaBzodABBOtX5OZgAAAAAAAABA08GQGQAAAAAAAADgGENmAAAAAAAAAIBjDJkBAAAAAAAAAI4xZAYAAAAAAAAAOMaQGQAAAAAAAADgGENmAAAAAAAAAIBjDJkBAAAAAAAAAI4xZAYAAAAAAAAAOMaQGQAAAAAAAADgWFRdL6AmBUWFqjQmpGxFRYXVtvfu2WeV//mX3Vb5yNgEq3xiUjOrvDvCbZU3Lqu4yivtHk9J8lZUWuWLCwqt8nHRdvusCK9VvKC8wCpfXm73oHbq2NUq36VzllU+LjbWKu/12j0+tnlZPueM5Q28rtB+Nhx0B3bxEH/2HO5twsnlsntMI2yPgSyfE2jS6PSa0ekhoNMDotODxOn0oOh0hIo+rxl9HgL6PCD6PEicPg+qPvQ5n2QGAAAAAAAAADjGkBkAAAAAAAAA4BhDZgAAAAAAAACAYwyZAQAAAAAAAACOMWQGAAAAAAAAADjGkBkAAAAAAAAA4BhDZgAAAAAAAACAYwyZAQAAAAAAAACOMWQGAAAAAAAAADjGkBkAAAAAAAAA4BhDZgAAAAAAAACAY1F1vYCafLHiS8W4Y0PKFhYVWm07QtFW+ZIyY5Uv9eyzykfH2OUjvXa/G/C4rOIqNZV2N5Dkcdk9RgkxoR3bKnEuu6dqrDvSKu+JKLfKFxVVWOVXfrPaKr9773arfKeOHa3yLVu2tMrHxcdb5Y3X7vng8Xis8l7jtcq7LF8zMnbrr4+M1+4xMi67HxTG8jHyWqzHJouGgU6vGZ0eHJ0eGJ0eBJ0ePB+mTqfPGx/6vGb0eXD0eWD0eRD0efB8PXiPzieZAQAAAAAAAACOMWQGAAAAAAAAADjGkBkAAAAAAAAA4BhDZgAAAAAAAACAYwyZAQAAAAAAAACOMWQGAAAAAAAAADjGkBkAAAAAAAAA4BhDZgAAAAAAAACAYwyZAQAAAAAAAACOMWQGAAAAAAAAADjGkBkAAAAAAAAA4FhUXS+gJnlFpYquMCFljXFZbdul0LZbJSom2iof77J7WCMj7PIxirHKl8pjla908LuHguIiq3xJkV3e7Yq0yicat1U+0vKVEO2Os8qXFpZa5Tdv+8Uq/9OOnVb51OQUq3y7tm2t8mktW1jlU5s1s8pHRdg9HyKN1ypvjN3PCCc8lnfhld3POdt9MJaPkddy+15v6HmbLBoGOr1mdHpwdHpgdHpgdHpw4ep0+rzxoc9rRp8HR58HRp8HRp8HVx/eo/NJZgAAAAAAAACAYwyZAQAAAAAAAACOMWQGAAAAAAAAADjGkBkAAAAAAAAA4BhDZgAAAAAAAACAYwyZAQAAAAAAAACOMWQGAAAAAAAAADjGkBkAAAAAAAAA4BhDZgAAAAAAAACAYwyZAQAAAAAAAACOMWQGAAAAAAAAADgWVdcLqElpuVeV8oaUjY623Q2XVdp4Kuzyssu7Ij12eWMVV3lFqVW+wsGzIik+0SpfkF9slc8vL7HKl3lDe+5UiYmJsconxdgdhMhIu+0XVZbZbd9r9/uisr15Vvnc3EKrfEJinFU+IyPTKt+5YyerfGKM2yrvtnw+SFJFhd3rvsLuKSqjSKu819jdgTF2z2nLuDwWeY+pt9UEh+j0AHk6PSg6PTA6PTA6PZS8VTzkTqfPGx/6PECePg+KPg+MPg+MPg8lbxUPy3t0PskMAAAAAAAAAHCMITMAAAAAAAAAwLFaHzJPnTpVLpfL7+voo4+u7bsBAABhRJ8DANA40OkAgCMhLCfKOvbYY/XRRx/9351EcT4uAAAaGvocAIDGgU4HAIRbWJolKipK6enp4dg0AAA4QuhzAAAaBzodABBuYTkn88aNG5WZmalOnTppzJgx2rp1a43ZsrIy5efn+30BAIC6Z9PnEp0OAEB9xXt0AEC41fqQuV+/fpo7d64WLlyoWbNmKScnR6eddpoKCgoOmZ82bZpSUlJ8X+3atavtJQEAAEu2fS7R6QAA1Ee8RwcAHAm1PmQeOnSoLrzwQvXq1UuDBw/Wu+++q9zcXP3nP/85ZH7KlCnKy8vzfW3btq22lwQAACzZ9rlEpwMAUB/xHh0AcCSE/Wz/qampOuqoo7Rp06ZDXu92u+V2u8O9DAAAcBiC9blEpwMA0BDwHh0AEA5hOSfzwQoLC7V582ZlZGSE+64AAECY0OcAADQOdDoAIBxqfch8yy23aMmSJdqyZYs+//xznXfeeYqMjNQll1xS23cFAADChD4HAKBxoNMBAEdCrZ8u4+eff9Yll1yiffv2KS0tTaeeeqqWL1+utLQ0q+2UlJcqypiQsmUVdrNyl8tllY+NjbXKh7bqg/J2y5HXZXcPtvmiokKrvCTFxtnthDs60irvqbDbfmlZiVW+0uW1yhvLxzQmwm5/7X/9Y7eeqCi79djub0Gx3XMob+M6q/zefXut8kmxKVb5tm3aWuUlqVmzZlb5GHec5T3YvQa8lZVW+Uq7l4AqLZ+kHuMJOVtmKuwWg7CorT6X6PRA6PTg6PTA6PTA6PQQ8mHqdPq8/uA9On0eCvo8CPo8IPo8uIba51LonV7rQ+ZXXnmltjcJAACOMPocAIDGgU4HABwJYT8nMwAAAAAAAACg8WLIDAAAAAAAAABwjCEzAAAAAAAAAMAxhswAAAAAAAAAAMcYMgMAAAAAAAAAHGPIDAAAAAAAAABwjCEzAAAAAAAAAMAxhswAAAAAAAAAAMcYMgMAAAAAAAAAHGPIDAAAAAAAAABwLKquF1CTcmPkNd6Qsi5PaLkqXq9lPsJllbfmttu+ibT73YA3otIqH+XgWVFRXmKVj4mKtconxsVY5YvLS63ylbJ7jMqMVVxllXY3cEfYHYRIRVrljeXvlyq8do9PpTxW+YgIu/Xs/HW3VX572T6r/KaftlrlJSktraVVPjOznVU+MTHJKh/rtnuNmQi751CFsTtmHk/oz4myUrvXL+o/Or1mdHpwdHpgdHpgdHpw4ep0+rzxoc9rRp8HR58HRp8HRp8HVx/eo/NJZgAAAAAAAACAYwyZAQAAAAAAAACOMWQGAAAAAAAAADjGkBkAAAAAAAAA4BhDZgAAAAAAAACAYwyZAQAAAAAAAACOMWQGAAAAAAAAADjGkBkAAAAAAAAA4BhDZgAAAAAAAACAYwyZAQAAAAAAAACOMWQGAAAAAAAAADgWVdcLqInHeCXjDc+2vZVW+dLCAqt8VJTdw+pxWcUVFVFulTeW24+OtryBpCjbp5LX8ti6jFU8MSbaKl9p+esWr2W+wnJ/Kz12xzjCZbcgU2m3Ho88dvlIu+NluXkZy827XJbPhwr7nz352/db5X/ascUq746JtcrHx8db5WNj7bbvjomxykdHh34MystKrLaN+o9OD7B9Oj0oOj0wOj0wOj24cHU6fd740OcBtk+fB0WfB0afB0afB1cf3qPzSWYAAAAAAAAAgGMMmQEAAAAAAAAAjjFkBgAAAAAAAAA4xpAZAAAAAAAAAOAYQ2YAAAAAAAAAgGMMmQEAAAAAAAAAjjFkBgAAAAAAAAA4xpAZAAAAAAAAAOAYQ2YAAAAAAAAAgGMMmQEAAAAAAAAAjjFkBgAAAAAAAAA4xpAZAAAAAAAAAOBYVF0voCZlFeWKDDHrcrmstu31Gqu8MXb5yrISq3xJWbFVPjom2iof6bL7XYI7ym77kmRcXqu8y4R6dA/weu22b7weu+3bHWIVeyqt8uWyW39EhN3jU275Gog2dnkTYbf+igi7x9/yJaaISLvHR65Su+07+PWb5S7I67W7k/KSQqt8fpHdMZCn3C5fZrcem5/TngrLtaDeo9NrRqcHR6cHRqcH2T6dHlyYOp0+b3zo85rR58HR54HR50G2T58HVw/eo/NJZgAAAAAAAACAYwyZAQAAAAAAAACOMWQGAAAAAAAAADjGkBkAAAAAAAAA4BhDZgAAAAAAAACAYwyZAQAAAAAAAACOMWQGAAAAAAAAADjGkBkAAAAAAAAA4BhDZgAAAAAAAACAYwyZAQAAAAAAAACOMWQGAAAAAAAAADgWVdcLqElJaakiPN6QslERlrNyr+Vue0NbR5WSol1W+ZgYY5Vv3rqtVT7OYxVXhKfS7gaSIuNirPImosIqn7d/n1W+pDDfKp/VsZtVvqAiwSq/f3+eVd7tjrfKV1SUW+VdsntSeI3dc1SWTyHb7XsslxMju+dbRKT9a6CywmWV93gtf2657PKmrMgq783dZpXf98uPVnmZ0NfvtfyZi/qPTq8ZnR4cnR4YnR4YnR5cuDqdPm986POa0efB0eeB0eeB0efB1Yf36HySGQAAAAAAAADgmPWQ+dNPP9Xw4cOVmZkpl8ulN9980+96Y4zuvPNOZWRkKC4uTgMHDtTGjRtra70AAKAW0OcAADQOdDoAoD6wHjIXFRWpd+/eevrppw95/UMPPaQnnnhCzzzzjL744gslJCRo8ODBKi0tPezFAgCA2kGfAwDQONDpAID6wPqczEOHDtXQoUMPeZ0xRo899pj++te/asSIEZKkf/3rX2rdurXefPNNXXzxxYe3WgAAUCvocwAAGgc6HQBQH9TqOZlzcnK0c+dODRw40HdZSkqK+vXrp2XLlh3yNmVlZcrPz/f7AgAAdcdJn0t0OgAA9Q3v0QEAR0qtDpl37twpSWrdurXf5a1bt/Zd91vTpk1TSkqK76tdu3a1uSQAAGDJSZ9LdDoAAPUN79EBAEdKrQ6ZnZgyZYry8vJ8X9u2bavrJQEAAAfodAAAGj76HADgRK0OmdPT0yVJu3bt8rt8165dvut+y+12Kzk52e8LAADUHSd9LtHpAADUN7xHBwAcKbU6ZO7YsaPS09O1aNEi32X5+fn64osvlJ2dXZt3BQAAwoQ+BwCgcaDTAQBHSpTtDQoLC7Vp0ybf9zk5OVqzZo2aN2+u9u3ba+LEibrvvvvUtWtXdezYUX/729+UmZmpkSNH1ua6AQDAYaDPAQBoHOh0AEB9YD1kXrlypQYMGOD7fvLkyZKksWPHau7cubrttttUVFSka665Rrm5uTr11FO1cOFCxcbG1t6qAQDAYaHPAQBoHOh0AEB94DLGmLpexMHy8/OVkpKi9mdeoIio6JBuE2m5B83cKVb55Lh4q3yJp8AqL1e5VTy2wmOVT6y0OytKq1atrPKSVBpn9w+U8soKq7ynMM8qHxlh96SIz2hvlXclZFjlK4rLrPJer9cqX2r5Mi623P7OPbuChw5SUZRrlY82dq+BKNm9BiK9dtuvqLB8DUuKirT7OeGV3WvGG2H3O0FT/KtVPjdnjVW+8NcddvnC0F8DxhiVeYzy8vI4B2ADR6cHR6cHR6cHRqcHRqcHF65Op88bD/o8OPo8OPo8MPo8MPo8uPrwHr1Wz8kMAAAAAAAAAGhaGDIDAAAAAAAAABxjyAwAAAAAAAAAcIwhMwAAAAAAAADAMYbMAAAAAAAAAADHGDIDAAAAAAAAABxjyAwAAAAAAAAAcIwhMwAAAAAAAADAMYbMAAAAAAAAAADHGDIDAAAAAAAAABxjyAwAAAAAAAAAcCyqrhdQo8pySSakaEp8ktWmU+PtdvuXHVut8iUxbqt8mafSKu/a+ZNVvmOLVlb5Vu3aWOUlaf327VZ543VZ5eOLSqzyKQmxVvlvt31tlU9ML7LLu6Ot8jk/fG+V9yQ0s8qndu1llU/M7GKVL/ppnVU+sjDfKp9sCq3yxYW5dvmC3VZ5SYqJTrTK55dGWuXjUtOs8i3i7F5jhaqwystu83JFWPxO0xjJ47G7A9RvdHqN6PTg6PTA6PQgeTo9uHB1On3e+NDnNaLPg6PPA6PPg+Tp8+DqwXt0PskMAAAAAAAAAHCMITMAAAAAAAAAwDGGzAAAAAAAAAAAxxgyAwAAAAAAAAAcY8gMAAAAAAAAAHCMITMAAAAAAAAAwDGGzAAAAAAAAAAAxxgyAwAAAAAAAAAcY8gMAAAAAAAAAHCMITMAAAAAAAAAwDGGzAAAAAAAAAAAx6LqegE1ifBUKMIVWjY9MdFq27v277bKVySFuJD/JyopySof4Yq0yldW7LfKZ/U51iq/X16rvCSVN4u3yke67J56EcmxVvnc/AKrfEFpiVXeW5xrlS8rrbTKp1ju77bCQqt80Z59Vvms1FSrfGa3Xlb53O9LrfJFv/xkld+/yy6fX2T3+EiSp9Lud3Z5JXY/V+KapVnlk9rZ5SuL863ypSVlVvmIiNB/zhljtWk0AHR6zej04Oj0wOj0wOj04MLV6fR540Of14w+D44+D4w+D4w+D64+vEfnk8wAAAAAAAAAAMcYMgMAAAAAAAAAHGPIDAAAAAAAAABwjCEzAAAAAAAAAMAxhswAAAAAAAAAAMcYMgMAAAAAAAAAHGPIDAAAAAAAAABwjCEzAAAAAAAAAMAxhswAAAAAAAAAAMcYMgMAAAAAAAAAHGPIDAAAAAAAAABwLKquF1CTZklJioyODinbMjHJatu5v+6yyjePDW0dVdzRLqt8ZUWlVb5V525W+U4Z7azy32390SovSanuGKt8ZUW5Vb5VeqpVPqJlolW+KMru9y0RSXb7u3/PTqt8Vqu2VvniGLvHc7+nyCr/6/49VvmIjPZW+bbHnGyV/+Xn9Vb50pJiq3x0pN1rWJKMx1jlI70VVvmy3N1W+T0qsMpXFts9RhGRdq8Zj8cqjkaGTq8ZnR4cnR4YnR4YnR4cnY5Q0ec1o8+Do88Do88Do8+Dqw99zieZAQAAAAAAAACOMWQGAAAAAAAAADjGkBkAAAAAAAAA4BhDZgAAAAAAAACAYwyZAQAAAAAAAACOMWQGAAAAAAAAADjGkBkAAAAAAAAA4BhDZgAAAAAAAACAYwyZAQAAAAAAAACOMWQGAAAAAAAAADjGkBkAAAAAAAAA4FhUXS+gJu1aN1N0TExI2fOHnmm17Z9+7GCVLygttMqXlZZb5SvLKq3yHTLbW+WN19jlW6Zb5SUpr8Jun4uK7R7Tti1bWeUrjdcqX1hUapU3sW6rfKJpZpWP9Hqs8q1T4qzyRbv3WOULfym2yleU2T3+Ca3bWuUzjz3NKu+tyLPK796+2SovScWFBXY3sDzGyQmRVvkolVjljWUbVBTbrd/IFXrW2P3MQv1Hp9eMTg+OTg+MTg+MTg8uXJ1Onzc+9HnN6PPg6PPA6PPA6PPg6sN7dD7JDAAAAAAAAABwzHrI/Omnn2r48OHKzMyUy+XSm2++6Xf9uHHj5HK5/L6GDBlSW+sFAAC1gD4HAKBxoNMBAPWB9ZC5qKhIvXv31tNPP11jZsiQIdqxY4fv6+WXXz6sRQIAgNpFnwMA0DjQ6QCA+sD6nMxDhw7V0KFDA2bcbrfS0+3PGQQAAI4M+hwAgMaBTgcA1AdhOSfz4sWL1apVK3Xr1k3XX3+99u3bV2O2rKxM+fn5fl8AAKDu2fS5RKcDAFBf8R4dABButT5kHjJkiP71r39p0aJFmj59upYsWaKhQ4fK4zn0XzmcNm2aUlJSfF/t2rWr7SUBAABLtn0u0ekAANRHvEcHABwJ1qfLCObiiy/2/XfPnj3Vq1cvde7cWYsXL9ZZZ51VLT9lyhRNnjzZ931+fj4lBgBAHbPtc4lOBwCgPuI9OgDgSAjL6TIO1qlTJ7Vs2VKbNm065PVut1vJycl+XwAAoH4J1ucSnQ4AQEPAe3QAQDiEfcj8888/a9++fcrIyAj3XQEAgDChzwEAaBzodABAOFifLqOwsNDvN545OTlas2aNmjdvrubNm+vuu+/WBRdcoPT0dG3evFm33XabunTposGDB9fqwgEAgHP0OQAAjQOdDgCoD6yHzCtXrtSAAQN831edq2ns2LGaNWuWvvnmG82bN0+5ubnKzMzUoEGDdO+998rtdtfeqgEAwGGhzwEAaBzodABAfWA9ZO7fv7+MMTVe//777x/WgqokRZYqJtIbUja7T3urbZ90bBurfEFxmVW+wtidhaSisubH81Aqi0us8iWlduvvWG73+EhScdmh/zJxTQqL7PYhOtruqbo/P98qH9sxxipfUmb3mJrUllb5X3busMpvzNlqlT+mWSur/NY9v1rl5Y20intik6zyiVl9rPKnde5glf9122arvCRt+GqVVX73zg1W+QTXfqu8yoqs4qUeu2Pm8ob287lKVHTo2zfGqMxTYbV92DtSfS7R6YHQ6cHR6YHR6YHR6cGFq9Pp8yOH9+jB0efB0eeB0eeB0echaKB9LoXe6WE/JzMAAAAAAAAAoPFiyAwAAAAAAAAAcIwhMwAAAAAAAADAMYbMAAAAAAAAAADHGDIDAAAAAAAAABxjyAwAAAAAAAAAcIwhMwAAAAAAAADAMYbMAAAAAAAAAADHGDIDAAAAAAAAABxjyAwAAAAAAAAAcIwhMwAAAAAAAADAsai6XkBNivbnqjw6OqTszzlrrbbdtk1Hq3ybjNZW+aj4JKu812V3GPL37rXK5+but8q3aN7CKi9JRSUVVvniknK77RcWWeULClOs8t06d7LKFxXZrae0pMQqnxbntspHl9k9/n37/c4q/2ux3fa37MyzypdHxFrlPSWlVnk1S7OKZ/ay+xkhSWm9zrbKV+7fZZX/dd0XVvmctSus8ns3/2CVj4ixew1ERHlDzhpjpHK75xzqNzq9ZnR6cHR6YHR6YHR6cOHqdPq88aHPa0afB0efB0afB0afB1cf3qPzSWYAAAAAAAAAgGMMmQEAAAAAAAAAjjFkBgAAAAAAAAA4xpAZAAAAAAAAAOAYQ2YAAAAAAAAAgGMMmQEAAAAAAAAAjjFkBgAAAAAAAAA4xpAZAAAAAAAAAOAYQ2YAAAAAAAAAgGMMmQEAAAAAAAAAjjFkBgAAAAAAAAA4FlXXC6hJSmy8YmJiQsoW7Ntpte0dXq9VvmW6yyqfEmn3sCYkpVrllZJkFY90VVjlk+Ks4pKklES7NZmI0I5tlcqKcqv8uu/XW+XT0tKs8vHx7a3yxYVFVvneHdpY5c84oY9VvqTSWOWLK63i6trOY5Xfta/EKr99569W+Z0526zyWz12j48klcbbvQbiUtta5VN7DLHKH9ct2yrfJucbq/w3n79rld+zMyfkrDFeSQVW20f9RqcHugM6PRg6PTA6PTA6PbhwdTp93vjQ54HugD4Phj4PjD4PjD4Prj68R+eTzAAAAAAAAAAAxxgyAwAAAAAAAAAcY8gMAAAAAAAAAHCMITMAAAAAAAAAwDGGzAAAAAAAAAAAxxgyAwAAAAAAAAAcY8gMAAAAAAAAAHCMITMAAAAAAAAAwDGGzAAAAAAAAAAAxxgyAwAAAAAAAAAcY8gMAAAAAAAAAHAsqq4XUJP0Zilyu2NCyrrKK6y2/euu3Vb5r7/ZZJVfvXaDVb51m3ZW+dPOON0q3yYtxSpfur/YKi9JkVFxdjeICO3YVomKsnuqts9sZpWPi422yrtj7H4/kxwTb5VXkt3jU+Gx29+CErvXTInHZZVft3GLVX5/2R6rfJ9OaVb5wlZ2z5+cHTut8pK07qf1Vvmvf7T7uVLgTrXKt0y2e84d07qNVf6E08+2yq9e9mHIWY+nUgV5e622j/qNTq8ZnR4cnR4YnR4YnR5cuDqdPm986POa0efB0eeB0eeB0efB1Yf36HySGQAAAAAAAADgGENmAAAAAAAAAIBjDJkBAAAAAAAAAI4xZAYAAAAAAAAAOMaQGQAAAAAAAADgGENmAAAAAAAAAIBjDJkBAAAAAAAAAI4xZAYAAAAAAAAAOMaQGQAAAAAAAADgGENmAAAAAAAAAIBjDJkBAAAAAAAAAI5F1fUCarL2m1WKjgpteWbfT1bbTmmRZpVf9d16q/z6jVus8qcMOMsq/+8XX7DKDz/rVKt8s1hjlZek2Lgkq3xUdLxVvqS02Cqf1qKVVd7rTrDK7y8rs8rbckXa/f6nwvL3Ra7oWKv8pp9+tso/OuNRq/ze3b9a5fudbPecPvfCy6zyrdLtfkZIUkJliVU+s9Jllf8u12uV90ZUWuV3b7X7Odq1fWurfKdux4Scrawo1+bvV1ltH/UbnV4zOj04Oj3I9un0gOj04MLV6fR540Of14w+D44+D7J9+jwg+jy4+vAenU8yAwAAAAAAAAAcsxoyT5s2TSeeeKKSkpLUqlUrjRw5Uhs2bPDLlJaWavz48WrRooUSExN1wQUXaNeuXbW6aAAAcHjodAAAGj76HABQX1gNmZcsWaLx48dr+fLl+vDDD1VRUaFBgwapqKjIl5k0aZLefvttvfbaa1qyZIm2b9+u888/v9YXDgAAnKPTAQBo+OhzAEB9YXVO5oULF/p9P3fuXLVq1UqrVq3S6aefrry8PD3//PN66aWXdOaZZ0qS5syZo+7du2v58uU6+eSTa2/lAADAMTodAICGjz4HANQXh3VO5ry8PElS8+bNJUmrVq1SRUWFBg4c6MscffTRat++vZYtW3bIbZSVlSk/P9/vCwAAHFl0OgAADR99DgCoK46HzF6vVxMnTtQpp5yiHj16SJJ27typmJgYpaam+mVbt26tnTt3HnI706ZNU0pKiu+rXbt2TpcEAAAcoNMBAGj46HMAQF1yPGQeP3681q5dq1deeeWwFjBlyhTl5eX5vrZt23ZY2wMAAHbodAAAGj76HABQl6zOyVxlwoQJWrBggT799FO1bdvWd3l6errKy8uVm5vr95vSXbt2KT09/ZDbcrvdcrvdTpYBAAAOE50OAEDDR58DAOqa1SeZjTGaMGGC3njjDX388cfq2LGj3/V9+/ZVdHS0Fi1a5Ltsw4YN2rp1q7Kzs2tnxQAA4LDR6QAANHz0OQCgvrD6JPP48eP10ksvaf78+UpKSvKdwyklJUVxcXFKSUnRlVdeqcmTJ6t58+ZKTk7WjTfeqOzsbP5qLQAA9QidDgBAw0efAwDqC6sh86xZsyRJ/fv397t8zpw5GjdunCTp0UcfVUREhC644AKVlZVp8ODBmjlzZq0sFgAA1A46HQCAho8+BwDUFy5jjKnrRRwsPz9fKSkp6tfzWEVFRoZ0m8y0BKv7iIy0+3uHW3/ZYZU/sZ/d/3b0l7/eaZV/8im7fxD8+vMmq/zRbVpY5SUpOia0Y1UlISnZKu/xeKzyzVOaW+XTmre2ykdF2Z3OPCYmxiof4bLbfqGn0ipfHmX3Gnh81hyr/BcrvrbKu6PtHp+iErv9vfHWe6zyPbseZZWXpJy1a63ye0rt9uGnMrvXQGWU3Xn0inL3W+VbNbd7DUdXFoScLS8r05xnHlReXp6Sk+3uB/ULnR4cnR4cnR4YnR4YnR5cuDqdPm886PPg6PPg6PPA6PPA6PPg6sN7dLtnMQAAAAAAAAAAB2HIDAAAAAAAAABwjCEzAAAAAAAAAMAxhswAAAAAAAAAAMcYMgMAAAAAAAAAHGPIDAAAAAAAAABwjCEzAAAAAAAAAMAxhswAAAAAAAAAAMcYMgMAAAAAAAAAHGPIDAAAAAAAAABwjCEzAAAAAAAAAMCxqLpeQE0y23dSdHR0SFmPCqy2XVFRapWPSUi0yme0a2OVNy5jlW+X2dYq/9H8/1rlC3Y2s8pLUnyc2yrvjouzvAeX3fajQnvuVEmMtzvG8XHxVvmY6BirfGyM3eNjYu0e/z0ldq+Z79Z9b5UfOPAsq3zv43pb5Z+bPccqv+zT96zyndJTrfKSFBMfaZXfu3OnVf7rjT9Y5aMT7J5DrZNTrfKeEo9VPi4m9N9pel1eq22j/qPTa0anh7B9Oj0gOj0wOj24cHU6fd740Oc1o89D2D59HhB9Hhh9Hlx9eI/OJ5kBAAAAAAAAAI4xZAYAAAAAAAAAOMaQGQAAAAAAAADgGENmAAAAAAAAAIBjDJkBAAAAAAAAAI4xZAYAAAAAAAAAOMaQGQAAAAAAAADgGENmAAAAAAAAAIBjDJkBAAAAAAAAAI4xZAYAAAAAAAAAOMaQGQAAAAAAAADgWFRdL6AmlfLIFeIM3OM1VtuOccdb5ROSreLKLyy2yu/avccqv/fX/Vb5n3fus8qbygqrvCTFuuOs8hUVHqu83RGW3NF2T+0Ed7RVPjIq0iofFxtrlY+NtXuOeiNdVvmte3ZZ5WXstj/yvPOs8r/73e+s8tu2/WyVf+Ott63yq7/OsspLkqe03Cq/f1eeVb583y9W+ShPklW+uLLQKv/j/m1W+Xh3TMjZygr7n0Go3+j0mtHpwdHpgdHpgdHpwYWr0+nzxoc+rxl9Hhx9Hhh9Hhh9Hlx9eI/OJ5kBAAAAAAAAAI4xZAYAAAAAAAAAOMaQGQAAAAAAAADgGENmAAAAAAAAAIBjDJkBAAAAAAAAAI4xZAYAAAAAAAAAOMaQGQAAAAAAAADgGENmAAAAAAAAAIBjDJkBAAAAAAAAAI4xZAYAAAAAAAAAOMaQGQAAAAAAAADgWFRdL6Am+/J+VVRUaMurqCy12nZUhN1s3VR6rPKrv1lrle/Zu6/l9r+1yldY/i6hPCrOKi9J5RWRVvkdO/Za5UvL7I5xTIjPnSrRdsuXyy6u6Jhou3y03fo9xmuVLywtsco3b9naKt+yRQurfEF+vlU+PSPdKv/r/j1W+Q8+eNcqL0mlhUVW+X37Cq3yRS6713FUnNsqH2nsntXNWqdZ5Vu1Dv2YeSorrbaN+o9OD7R9Oj0YOj0wOj0wOj24cHU6fd740OeBtk+fB0OfB0afB0afB1cf3qPzSWYAAAAAAAAAgGMMmQEAAAAAAAAAjjFkBgAAAAAAAAA4xpAZAAAAAAAAAOAYQ2YAAAAAAAAAgGMMmQEAAAAAAAAAjjFkBgAAAAAAAAA4xpAZAAAAAAAAAOAYQ2YAAAAAAAAAgGMMmQEAAAAAAAAAjjFkBgAAAAAAAAA4xpAZAAAAAAAAAOBYVF0voCYel1culzekrCsyxmrbhcXFVvmSwkKr/M49+6zyjz35lFX+p00/WeULyz1W+U2/7LHKS5LxGqu8x2O3pgpPaM+FKi5PmVU+0vL3LS657PIldvtrXJV227dKSzJ2xysuwe7x3LfP7jXgjrF7Defn5Vvly8rsHs8tW362ykuSq9LyOW33lJaJjbfL221eMdF2xyDBnWiVLy4K/fGx/fmA+o9OrxmdHhydHuwO6PRA6PTgwtXp9HnjQ5/XjD4Pjj4Pdgf0eSD0eXD14T06n2QGAAAAAAAAADhmNWSeNm2aTjzxRCUlJalVq1YaOXKkNmzY4Jfp37+/XC6X39d1111Xq4sGAACHh04HAKDho88BAPWF1ZB5yZIlGj9+vJYvX64PP/xQFRUVGjRokIqKivxyV199tXbs2OH7euihh2p10QAA4PDQ6QAANHz0OQCgvrA6J/PChQv9vp87d65atWqlVatW6fTTT/ddHh8fr/T09JC2WVZWprKy/zuXTH6+3XlcAACAPTodAICGjz4HANQXh3VO5ry8PElS8+bN/S5/8cUX1bJlS/Xo0UNTpkxRcYCT+E+bNk0pKSm+r3bt2h3OkgAAgAN0OgAADR99DgCoK1afZD6Y1+vVxIkTdcopp6hHjx6+y0ePHq2srCxlZmbqm2++0e23364NGzbof//73yG3M2XKFE2ePNn3fX5+PiUGAMARRKcDANDw0ecAgLrkeMg8fvx4rV27Vp999pnf5ddcc43vv3v27KmMjAydddZZ2rx5szp37lxtO263W2632+kyAADAYaLTAQBo+OhzAEBdcnS6jAkTJmjBggX65JNP1LZt24DZfv36SZI2bdrk5K4AAEAY0ekAADR89DkAoK5ZfZLZGKMbb7xRb7zxhhYvXqyOHTsGvc2aNWskSRkZGY4WCAAAah+dDgBAw0efAwDqC6sh8/jx4/XSSy9p/vz5SkpK0s6dOyVJKSkpiouL0+bNm/XSSy9p2LBhatGihb755htNmjRJp59+unr16hWWHQAAAPbodAAAGj76HABQX1gNmWfNmiVJ6t+/v9/lc+bM0bhx4xQTE6OPPvpIjz32mIqKitSuXTtdcMEF+utf/1prCwYAAIePTgcAoOGjzwEA9YX16TICadeunZYsWXJYC6rSrHkzRUdHh5iOtNp2SWGRVb4sIdEqH+GyO9V17v5cq3yLtFZW+ZTmaVb5Sm/g43woXlNudx8VZVZ5T2WlVb6iwmOV91bY7bPHY7f9sjK7x8cb5LVWjfFaxSMsT8eem59vlV/6+VKr/IABA6zy332/zipvebhU7uA1EGn5c8hr+XOiwmN3jD1lFVZ5ldvt87aftlnlI91JIWeN1/KAwRE6PTR0egj3QacHRKcHRqcH11A7nT4/Mujz0NDnIdwHfR4QfR4YfR5cQ+1zKfROd/SH/wAAAAAAAAAAkBgyAwAAAAAAAAAOA0NmAAAAAAAAAIBjDJkBAAAAAAAAAI4xZAYAAAAAAAAAOMaQGQAAAAAAAADgGENmAAAAAAAAAIBjDJkBAAAAAAAAAI4xZAYAAAAAAAAAOMaQGQAAAAAAAADgGENmAAAAAAAAAIBjUXW9gJp45FWEvCFlvd7QclWi3DFWebc73m77UXYPa7NmLa3yqvRYxb1eY5WPiIy0yktSZXmxVd7rKbfKezx2x9j2OWHsHiJVVlRa5QuLCq3yZWVlVvmKCsvH0/I5ZLueBe+8Y5Vf+/33VvmVq76yyrsioq3yHrms8pJUafkk8hjL52il5WvAY/cctUtLERF2PydiTUXIWWP52KD+o9MDoNODb59OD4hOD4xODy5cnU6fNz70eQD0efDt0+cB0eeB0efB1Yf36HySGQAAAAAAAADgGENmAAAAAAAAAIBjDJkBAAAAAAAAAI4xZAYAAAAAAAAAOMaQGQAAAAAAAADgGENmAAAAAAAAAIBjDJkBAAAAAAAAAI4xZAYAAAAAAAAAOMaQGQAAAAAAAADgGENmAAAAAAAAAIBjDJkBAAAAAAAAAI5F1fUCauJyRcrligwpGx1tNyt3RbrsFuOxy0dHR9tt31jGXXbrcUeG9jj6WG5fkmIsn0kuxVrlKysqrfIer9cqL2N3ECIsH9MWLZtb5Sss99cYu/31eOzyXq/HKl9UVGyV37lrl1W+Q4eOVvmCogqrfHFJiVX+ALvnUKXlc85jeYyN5WvA9jkdEWH3czciIvSfK16vVyUF+622j/qNTg8Qp9ODotMDo9MDo9NDyIep0+nzxoc+DxCnz4OizwOjzwOjz0PI14P36HySGQAAAAAAAADgGENmAAAAAAAAAIBjDJkBAAAAAAAAAI4xZAYAAAAAAAAAOMaQGQAAAAAAAADgGENmAAAAAAAAAIBjDJkBAAAAAAAAAI4xZAYAAAAAAAAAOMaQGQAAAAAAAADgGENmAAAAAAAAAIBjDJkBAAAAAAAAAI5F1fUCamJMpIyJDC3rdVlt2yXLvF1cXq/XKh8dHW13B1GhPS5VXJY7EGG7w5L1miIj7H6/Ee01VvmKigqrvMfjscpbPoVkLNcf6bJ7TlR6Ku22b3e4FG15vOKSUq3ybdrHWOW9lo9nSbnd8a2osHs8JfvXvSvS7jE1xm6fbdcTafmksH3NlJWVhZytrKzUjm0/WW0f9RudHgCdHhSdHmT7dHpAdHpw4ep0+rzxoc8DoM+Dos+DbJ8+D4g+D64+vEfnk8wAAAAAAAAAAMcYMgMAAAAAAAAAHGPIDAAAAAAAAABwjCEzAAAAAAAAAMAxhswAAAAAAAAAAMcYMgMAAAAAAAAAHGPIDAAAAAAAAABwjCEzAAAAAAAAAMAxhswAAAAAAAAAAMcYMgMAAAAAAAAAHGPIDAAAAAAAAABwLKquF1CTilKPjCe0GbjL5bLadqTlaD06wu4GXq/XKh8ZZXcYXFGRVnkjY5X3WuYlyeWye4wiXNFW+eg4u7yJrLDKu22fFNbsnqPG2B2DyspKq3xFeblV3mvsntO26ykut9u+x+OxypdW2j0fbH+mSJIiLY+x5T4Yy58rMTExVvkoy59DtuLj40POVlbYHS/Uf3R6zej04Oj0wOj0wOj02hdqp9PnjQ99XjP6PDj6PDD6PDD6vPaF4z06n2QGAAAAAAAAADhmNWSeNWuWevXqpeTkZCUnJys7O1vvvfee7/rS0lKNHz9eLVq0UGJioi644ALt2rWr1hcNAAAOD50OAEDDR58DAOoLqyFz27Zt9eCDD2rVqlVauXKlzjzzTI0YMULfffedJGnSpEl6++239dprr2nJkiXavn27zj///LAsHAAAOEenAwDQ8NHnAID6wuoEH8OHD/f7/v7779esWbO0fPlytW3bVs8//7xeeuklnXnmmZKkOXPmqHv37lq+fLlOPvnk2ls1AAA4LHQ6AAANH30OAKgvHJ+T2ePx6JVXXlFRUZGys7O1atUqVVRUaODAgb7M0Ucfrfbt22vZsmU1bqesrEz5+fl+XwAA4Mih0wEAaPjocwBAXbIeMn/77bdKTEyU2+3WddddpzfeeEPHHHOMdu7cqZiYGKWmpvrlW7durZ07d9a4vWnTpiklJcX31a5dO+udAAAA9uh0AAAaPvocAFAfWA+Zu3XrpjVr1uiLL77Q9ddfr7Fjx+r77793vIApU6YoLy/P97Vt2zbH2wIAAKGj0wEAaPjocwBAfWB1TmZJiomJUZcuXSRJffv21YoVK/T444/roosuUnl5uXJzc/1+U7pr1y6lp6fXuD232y23222/cgAAcFjodAAAGj76HABQHzg+J3MVr9ersrIy9e3bV9HR0Vq0aJHvug0bNmjr1q3Kzs4+3LsBAABhRqcDANDw0ecAgLpg9UnmKVOmaOjQoWrfvr0KCgr00ksvafHixXr//feVkpKiK6+8UpMnT1bz5s2VnJysG2+8UdnZ2fzVWgAA6hk6HQCAho8+BwDUF1ZD5t27d+uPf/yjduzYoZSUFPXq1Uvvv/++zj77bEnSo48+qoiICF1wwQUqKyvT4MGDNXPmzLAsHAAAOEenAwDQ8NHnAID6wmWMMXW9iIPl5+crJSVFZwwaqqjo6JBu43K5rO7DZTxW+UiX3UNke/4qV4TdWUs8lic5iY4J7XGs4vV67e5AUpTs7kNeu2MWFWV3+nDbp3WE5TGIiLB8zrnstm/9nLaLy+u1e3xs1+Px2L3GbJ9zFZUVVvlyb6VV3mu5fkmqtLxNpLF7TL2Vdvtg+xqwfY1VWq7H5jVWUVGhjxa+o7y8PCUnJ1vdD+oXOj04Oj04Oj0wOj0wOj24cHU6fd540OfB0efB0eeB0eeB0efB1Yf36Id9TmYAAAAAAAAAQNPFkBkAAAAAAAAA4BhDZgAAAAAAAACAYwyZAQAAAAAAAACOMWQGAAAAAAAAADjGkBkAAAAAAAAA4BhDZgAAAAAAAACAYwyZAQAAAAAAAACOMWQGAAAAAAAAADjGkBkAAAAAAAAA4FhUXS/gt4wxkqTKyoqQb+Nyuazuw2U8dmtyGat8RITd7N5lmfeE+VcDXuO1vo2R3WMkr90xM167NVU9j0Jle8wiIuzWL5flc8L2OW25HK/X7vGxXY/XY/ca81oe3wpP6D8fJKnCa7key/VLksd2n43la6Cy0i5v+RqwzXss12Pzc67q57/tmlD/0OnB0ekh5On0gOj0wOj04MLV6fR540GfB0efh5CnzwOizwOjz4OrD+/R692QuaCgQJK09OOP6nglAIC6VFBQoJSUlLpeBg4DnQ4AoM8bPvocACAF73SXqWe/WvZ6vdq+fbuSkpL8fjOTn5+vdu3aadu2bUpOTq7DFR45TW2f2d/Gjf1t/Gprn40xKigoUGZmpvUnGFC/0OkHsL+NX1PbZ/a3caPP8Vv0+f9pavvM/jZu7G/jd6Q7vd59kjkiIkJt27at8frk5OQm82So0tT2mf1t3Njfxq829plPPDUOdLo/9rfxa2r7zP42bvQ5qtDn1TW1fWZ/Gzf2t/E7Up3Or5QBAAAAAAAAAI4xZAYAAAAAAAAAONZghsxut1t33XWX3G53XS/liGlq+8z+Nm7sb+PXFPcZzjS15wr72/g1tX1mfxu3pra/cK4pPlea2j6zv40b+9v4Hel9rnd/+A8AAAAAAAAA0HA0mE8yAwAAAAAAAADqH4bMAAAAAAAAAADHGDIDAAAAAAAAABxjyAwAAAAAAAAAcKzBDJmffvppdejQQbGxserXr5++/PLLul5SWEydOlUul8vv6+ijj67rZdWqTz/9VMOHD1dmZqZcLpfefPNNv+uNMbrzzjuVkZGhuLg4DRw4UBs3bqybxdaCYPs7bty4asd8yJAhdbPYwzRt2jSdeOKJSkpKUqtWrTRy5Eht2LDBL1NaWqrx48erRYsWSkxM1AUXXKBdu3bV0YoPXyj73L9//2rH+LrrrqujFR+eWbNmqVevXkpOTlZycrKys7P13nvv+a5vbMcXta+p9LnU+DudPn/T7/rG1OdS0+t0+pw+h72m0umNvc8lOp1Ob1w/9+n0uuv0BjFkfvXVVzV58mTddddd+uqrr9S7d28NHjxYu3fvruulhcWxxx6rHTt2+L4+++yzul5SrSoqKlLv3r319NNPH/L6hx56SE888YSeeeYZffHFF0pISNDgwYNVWlp6hFdaO4LtryQNGTLE75i//PLLR3CFtWfJkiUaP368li9frg8//FAVFRUaNGiQioqKfJlJkybp7bff1muvvaYlS5Zo+/btOv/88+tw1YcnlH2WpKuvvtrvGD/00EN1tOLD07ZtWz344INatWqVVq5cqTPPPFMjRozQd999J6nxHV/UrqbW51Lj7nT6vLrG0udS0+t0+pw+h52m1umNuc8lOv1Q6PSG+3OfTq/DTjcNwEknnWTGjx/v+97j8ZjMzEwzbdq0OlxVeNx1112md+/edb2MI0aSeeONN3zfe71ek56ebh5++GHfZbm5ucbtdpuXX365DlZYu367v8YYM3bsWDNixIg6WU+47d6920gyS5YsMcYcOJbR0dHmtdde82XWrVtnJJlly5bV1TJr1W/32RhjzjjjDHPTTTfV3aLCrFmzZmb27NlN4vji8DSlPjemaXU6fd64+9yYptfp9HnjPbaoHU2p05tSnxtDpxtDpxvTuH7u0+lH7tjW+08yl5eXa9WqVRo4cKDvsoiICA0cOFDLli2rw5WFz8aNG5WZmalOnTppzJgx2rp1a10v6YjJycnRzp07/Y53SkqK+vXr12iPtyQtXrxYrVq1Urdu3XT99ddr3759db2kWpGXlydJat68uSRp1apVqqio8Du+Rx99tNq3b99oju9v97nKiy++qJYtW6pHjx6aMmWKiouL62J5tcrj8eiVV15RUVGRsrOzm8TxhXNNsc+lptvp9Hnj6nOp6XU6fd54jy0OX1Ps9Kba5xKdTqc3/GNMpx+5YxtV61usZXv37pXH41Hr1q39Lm/durXWr19fR6sKn379+mnu3Lnq1q2bduzYobvvvlunnXaa1q5dq6SkpLpeXtjt3LlTkg55vKuua2yGDBmi888/Xx07dtTmzZv1l7/8RUOHDtWyZcsUGRlZ18tzzOv1auLEiTrllFPUo0cPSQeOb0xMjFJTU/2yjeX4HmqfJWn06NHKyspSZmamvvnmG91+++3asGGD/ve//9Xhap379ttvlZ2drdLSUiUmJuqNN97QMcccozVr1jTq44vD09T6XGranU6fN54+l5pep9Pn9DkCa2qd3pT7XKLT6fSGfYzp9CPb6fV+yNzUDB061PffvXr1Ur9+/ZSVlaX//Oc/uvLKK+twZQiXiy++2PffPXv2VK9evdS5c2ctXrxYZ511Vh2u7PCMHz9ea9eubXTnKwukpn2+5pprfP/ds2dPZWRk6KyzztLmzZvVuXPnI73Mw9atWzetWbNGeXl5ev311zV27FgtWbKkrpcF1Dt0etPSWPtcanqdTp8DOBh93vTQ6Y0HnX5k1fvTZbRs2VKRkZHV/vLhrl27lJ6eXkerOnJSU1N11FFHadOmTXW9lCOi6pg21eMtSZ06dVLLli0b9DGfMGGCFixYoE8++URt27b1XZ6enq7y8nLl5ub65RvD8a1pnw+lX79+ktRgj3FMTIy6dOmivn37atq0aerdu7cef/zxRn18cfiaep9LTavT6fPG0edS0+t0+pw+R3BNvdObUp9LdLpEpzdUdPqR7/R6P2SOiYlR3759tWjRIt9lXq9XixYtUnZ2dh2u7MgoLCzU5s2blZGRUddLOSI6duyo9PR0v+Odn5+vL774okkcb0n6+eeftW/fvgZ5zI0xmjBhgt544w19/PHH6tixo9/1ffv2VXR0tN/x3bBhg7Zu3dpgj2+wfT6UNWvWSFKDPMaH4vV6VVZW1iiPL2pPU+9zqWl1On3esPtcanqdTp/T5whdU+/0ptTnEp0u0ekNDZ1eh51e639KMAxeeeUV43a7zdy5c833339vrrnmGpOammp27txZ10urdTfffLNZvHixycnJMUuXLjUDBw40LVu2NLt3767rpdWagoICs3r1arN69WojycyYMcOsXr3a/PTTT8YYYx588EGTmppq5s+fb7755hszYsQI07FjR1NSUlLHK3cm0P4WFBSYW265xSxbtszk5OSYjz76yPTp08d07drVlJaW1vXSrV1//fUmJSXFLF682OzYscP3VVxc7Mtcd911pn379ubjjz82K1euNNnZ2SY7O7sOV314gu3zpk2bzD333GNWrlxpcnJyzPz5802nTp3M6aefXscrd+bPf/6zWbJkicnJyTHffPON+fOf/2xcLpf54IMPjDGN7/iidjWlPjem8Xc6fd54+9yYptfp9Dl9DjtNqdMbe58bQ6fT6Y3r5z6dXned3iCGzMYY8+STT5r27dubmJgYc9JJJ5nly5fX9ZLC4qKLLjIZGRkmJibGtGnTxlx00UVm06ZNdb2sWvXJJ58YSdW+xo4da4wxxuv1mr/97W+mdevWxu12m7POOsts2LChbhd9GALtb3FxsRk0aJBJS0sz0dHRJisry1x99dUN9h9nh9pPSWbOnDm+TElJibnhhhtMs2bNTHx8vDnvvPPMjh076m7RhynYPm/dutWcfvrppnnz5sbtdpsuXbqYW2+91eTl5dXtwh264oorTFZWlomJiTFpaWnmrLPO8pWXMY3v+KL2NZU+N6bxdzp93nj73Jim1+n0OX0Oe02l0xt7nxtDp9PpjevnPp1ed53uMsYY55+DBgAAAAAAAAA0ZfX+nMwAAAAAAAAAgPqLITMAAAAAAAAAwDGGzAAAAAAAAAAAxxgyAwAAAAAAAAAcY8gMAAAAAAAAAHCMITMAAAAAAAAAwDGGzAAAAAAAAAAAxxgyAwAAAAAAAAAcY8gMHCFbtmyRy+XSmjVrQr7N3LlzlZqaWufrAAAA9ctv/40wdepUHXfccSHfnn8PAABw+Fwul958801Jzrq1f//+mjhxYljWBhxpDJkBS9u2bdMVV1yhzMxMxcTEKCsrSzfddJP27dsX8Hbt2rXTjh071KNHj5Dv66KLLtIPP/xwuEsGAKBRGjdunFwulx588EG/y9988025XK46WhUAADjSqv5N4HK5FBMToy5duuiee+5RZWVlXS8NaDIYMgMWfvzxR51wwgnauHGjXn75ZW3atEnPPPOMFi1apOzsbP3666+HvF15ebkiIyOVnp6uqKiokO8vLi5OrVq1qq3lAwDQ6MTGxmr69Onav39/XS+lVpSXl9f1EgAAaJCGDBmiHTt2aOPGjbr55ps1depUPfzww9bb8Xg88nq9YVgh0LgxZAYsjB8/XjExMfrggw90xhlnqH379ho6dKg++ugj/fLLL7rjjjskSR06dNC9996rP/7xj0pOTtY111xzyP915q233lLXrl0VGxurAQMGaN68eXK5XMrNzZVU8/8K+8ILL6hDhw5KSUnRxRdfrIKCAl9m4cKFOvXUU5WamqoWLVro3HPP1ebNm4/EwwMAwBE3cOBApaena9q0aTVm/vvf/+rYY4+V2+1Whw4d9Pe//93v+g4dOuiBBx7QFVdcoaSkJLVv317PPvtswPtdvHixXC6X3nnnHfXq1UuxsbE6+eSTtXbtWl9m3759uuSSS9SmTRvFx8erZ8+eevnll/22079/f02YMEETJ05Uy5YtNXjwYEnSjBkz1LNnTyUkJKhdu3a64YYbVFhYaPXYzJ49W927d1dsbKyOPvpozZw50+r2AAA0JG63W+np6crKytL111+vgQMH6q233graqVXvu9966y0dc8wxcrvd2rp1q1asWKGzzz5bLVu2VEpKis444wx99dVXVmtau3athg4dqsTERLVu3VqXXXaZ9u7dW9u7DtQLDJmBEP366696//33dcMNNyguLs7vuvT0dI0ZM0avvvqqjDGSpEceeUS9e/fW6tWr9be//a3a9nJycvSHP/xBI0eO1Ndff61rr73WN6QOZPPmzXrzzTe1YMECLViwQEuWLPH734SLioo0efJkrVy5UosWLVJERITOO+88fhMLAGiUIiMj9cADD+jJJ5/Uzz//XO36VatWadSoUbr44ov17bffaurUqfrb3/6muXPn+uX+/ve/64QTTtDq1at1ww036Prrr9eGDRuC3v+tt96qv//971qxYoXS0tI0fPhwVVRUSJJKS0vVt29fvfPOO1q7dq2uueYaXXbZZfryyy/9tjFv3jzFxMRo6dKleuaZZyRJEREReuKJJ/Tdd99p3rx5+vjjj3XbbbeF/Li8+OKLuvPOO3X//fdr3bp1euCBB/S3v/1N8+bNC3kbAAA0ZHFxcSovLw+pU4uLizV9+nTNnj1b3333nVq1aqWCggKNHTtWn332mZYvX66uXbtq2LBhfh/yCiQ3N1dnnnmmjj/+eK1cuVILFy7Url27NGrUqHDsLlD3DICQLF++3Egyb7zxxiGvnzFjhpFkdu3aZbKysszIkSP9rs/JyTGSzOrVq40xxtx+++2mR48efpk77rjDSDL79+83xhgzZ84ck5KS4rv+rrvuMvHx8SY/P9932a233mr69etX47r37NljJJlvv/32kOsAAKChGjt2rBkxYoQxxpiTTz7ZXHHFFcYYY9544w1T9c/c0aNHm7PPPtvvdrfeeqs55phjfN9nZWWZSy+91Pe91+s1rVq1MrNmzarxvj/55BMjybzyyiu+y/bt22fi4uLMq6++WuPtzjnnHHPzzTf7vj/jjDPM8ccfH3RfX3vtNdOiRQvf94f6N0Lv3r1933fu3Nm89NJLftu49957TXZ2tjGGfw8AABqXg/9N4PV6zYcffmjcbre55ZZbqmUP1amSzJo1awLeh8fjMUlJSebtt9/2XXbwjOC33XrvvfeaQYMG+W1j27ZtRpLZsGGDMebAvwNuuukmy70F6ic+yQxYMv/vk8rBnHDCCQGv37Bhg0488US/y0466aSg2+3QoYOSkpJ832dkZGj37t2+7zdu3KhLLrlEnTp1UnJysjp06CBJ2rp1a0jrBgCgIZo+fbrmzZundevW+V2+bt06nXLKKX6XnXLKKdq4caM8Ho/vsl69evn+2+VyKT093devVf+ba2Jioo499li/bWVnZ/v+u3nz5urWrZtvDR6PR/fee6969uyp5s2bKzExUe+//361Tu7bt2+1/fnoo4901llnqU2bNkpKStJll12mffv2qbi4OOhjUVRUpM2bN+vKK6/0rTsxMVH33Xcfp9ACADRaCxYsUGJiomJjYzV06FBddNFFmjp1akidGhMT4/dvAUnatWuXrr76anXt2lUpKSlKTk5WYWFhyO+tv/76a33yySd+XXz00UdLEn2MRin0v0AGNHFdunSRy+XSunXrdN5551W7ft26dWrWrJnS0tIkSQkJCWFZR3R0tN/3LpfL71QYw4cPV1ZWlp577jllZmbK6/WqR48e/CEhAECjdvrpp2vw4MGaMmWKxo0bZ337QP06e/ZslZSUHDIXyMMPP6zHH39cjz32mO9ckBMnTqzWyb/9N8OWLVt07rnn6vrrr9f999+v5s2b67PPPtOVV16p8vJyxcfHB7zfqvNMPvfcc+rXr5/fdZGRkSGvHwCAhmTAgAGaNWuWYmJilJmZqaioqJA7NS4uTi6Xy297Y8eO1b59+/T4448rKytLbrdb2dnZIb+3Liws1PDhwzV9+vRq12VkZBz+DgP1DENmIEQtWrTQ2WefrZkzZ2rSpEl+52XeuXOnXnzxRf3xj3+sVkw16datm959912/y1asWHFYa9y3b582bNig5557Tqeddpok6bPPPjusbQIA0FA8+OCDOu6449StWzffZd27d9fSpUv9ckuXLtVRRx0V8sC1TZs2NV63fPlytW/fXpK0f/9+/fDDD+revbvvfkaMGKFLL71UkuT1evXDDz/omGOOCXh/q1atktfr1d///ndFRBz4Hw//85//hLRWSWrdurUyMzP1448/asyYMSHfDgCAhiwhIUFdunTxu+xwOnXp0qWaOXOmhg0bJknatm2b1R/t69Onj/773/+qQ4cOiopi/IbGj9NlABaeeuoplZWVafDgwfr000+1bds2LVy4UGeffbbatGmj+++/P+RtXXvttVq/fr1uv/12/fDDD/rPf/7j+yNEoQ6qf6tZs2Zq0aKFnn32WW3atEkff/yxJk+e7GhbAAA0ND179tSYMWP0xBNP+C67+eabtWjRIt1777364YcfNG/ePD311FO65ZZbauU+77nnHi1atEhr167VuHHj1LJlS40cOVKS1LVrV3344Yf6/PPPtW7dOl177bXatWtX0G126dJFFRUVevLJJ/Xjjz/qhRde8P1BwFDdfffdmjZtmp544gn98MMP+vbbbzVnzhzNmDHDyW4CANAgHU6ndu3aVS+88ILWrVunL774QmPGjPH7sFkw48eP16+//qpLLrlEK1as0ObNm/X+++/r8ssv9ztlF9BYMGQGLHTt2lUrV65Up06dNGrUKHXu3FnXXHONBgwYoGXLlql58+Yhb6tjx456/fXX9b///U+9evXSrFmzdMcdd0iS3G63o/VFRETolVde0apVq9SjRw9NmjRJDz/8sKNtAQDQEN1zzz1+p5Hq06eP/vOf/+iVV15Rjx49dOedd+qee+5xdEqNQ3nwwQd10003qW/fvtq5c6fefvttxcTESJL++te/qk+fPho8eLD69++v9PR03wA6kN69e2vGjBmaPn26evTooRdffFHTpk2zWtdVV12l2bNna86cOerZs6fOOOMMzZ07Vx07dnSymwAANEiH06nPP/+89u/frz59+uiyyy7Tn/70J7Vq1Srk+87MzNTSpUvl8Xg0aNAg9ezZUxMnTlRqaqrvU9VAY+Iyof4VMwBhd//99+uZZ57Rtm3b6nopAAAggMWLF2vAgAHav3+/UlNT63o5AAAAQJ3ipDBAHZo5c6ZOPPFEtWjRQkuXLtXDDz+sCRMm1PWyAAAAAAAAgJAxZAbq0MaNG3Xffffp119/Vfv27XXzzTdrypQpdb0sAAAAAAAAIGScLgMAAAAAAAAA4BhnGgcAAAAAAAAAOMaQGQAAAAAAAADgGENmAAAAAAAAAIBjDJkBAAAAAAAAAI4xZAYAAAAAAAAAOMaQGQAAAAAAAADgGENmAAAAAAAAAIBjDJkBAAAAAAAAAI79/wfPmLdfWaIeAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1500x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1500x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1500x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1500x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1500x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1500x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in range(len(x_train)):\n",
    "    f, ax = plt.subplots(1,3, constrained_layout = False)\n",
    "\n",
    "    nonparallel_perturbation = np.linalg.norm(x_train[[i]] - nonparallel_adv[[i]])\n",
    "    parallel_perturbation = np.linalg.norm(x_train[[i]] - parallel_adv[[i]])\n",
    "\n",
    "    ax[0].set_title(f'Ground Truth: {labels[np.argmax(y_train[i])]}\\nPrediction: {labels[np.argmax(classifier.predict(x_train[i]))]}')\n",
    "    ax[0].imshow(x_train[i].transpose(1,2,0))\n",
    "    ax[0].set_xlabel('Original')\n",
    "\n",
    "    ax[1].set_title(f'{labels[np.argmax(classifier.predict(nonparallel_adv[i]))]} ($\\\\ell ^{2}$={nonparallel_perturbation:.5f})')\n",
    "    ax[1].imshow(x_train[i].transpose(1,2,0))\n",
    "    ax[1].set_xlabel('Non-parallel')\n",
    "\n",
    "    ax[2].set_title(f'{labels[np.argmax(classifier.predict(parallel_adv[i]))]} ($\\\\ell ^{2}$={parallel_perturbation:.5f})')\n",
    "    ax[2].imshow(x_train[i].transpose(1,2,0))\n",
    "    ax[2].set_xlabel('Parallel')\n",
    "    f.set_figwidth(15)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Example with MNIST"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "from tests.utils import get_image_classifier_pt\n",
    "from art.attacks.evasion.deepfool import DeepFool\n",
    "from art.attacks.evasion.auto_attack import AutoAttack, AutoProjectedGradientDescent\n",
    "\n",
    "# Load MNIST data\n",
    "(x_train_mnist, y_train_mnist), (x_test_mnist, y_test_mnist), _, _ = load_dataset('mnist')\n",
    "\n",
    "x_train_mnist = np.reshape(x_train_mnist, (x_train_mnist.shape[0],) + (1, 28, 28)).astype(np.float32)\n",
    "x_test_mnist = np.reshape(x_test_mnist, (x_test_mnist.shape[0],) + (1, 28, 28)).astype(np.float32)\n",
    "\n",
    "n_train = 10\n",
    "n_test = 10\n",
    "x_train_mnist = x_train_mnist[:n_train]\n",
    "y_train_mnist = y_train_mnist[:n_train]\n",
    "x_test_mnist = x_test_mnist[:n_test]\n",
    "y_test_mnist = y_test_mnist[:n_test]\n",
    "\n",
    "classifier = get_image_classifier_pt(from_logits=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Define attacks to run in parallel "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/kieranfraser/git/personal/art/env/lib/python3.9/multiprocessing/resource_tracker.py:216: UserWarning: resource_tracker: There appear to be 1 leaked semaphore objects to clean up at shutdown\n",
      "  warnings.warn('resource_tracker: There appear to be %d '\n"
     ]
    }
   ],
   "source": [
    "norm = np.inf\n",
    "eps = 0.3\n",
    "eps_step = 0.1\n",
    "batch_size = 32\n",
    "\n",
    "attacks = list()\n",
    "attacks.append(\n",
    "    AutoProjectedGradientDescent(\n",
    "        estimator=classifier,\n",
    "        norm=norm,\n",
    "        eps=eps,\n",
    "        eps_step=eps_step,\n",
    "        max_iter=100,\n",
    "        targeted=True,\n",
    "        nb_random_init=5,\n",
    "        batch_size=batch_size,\n",
    "        loss_type=\"cross_entropy\",\n",
    "        verbose=False,\n",
    "    )\n",
    ")\n",
    "attacks.append(\n",
    "    AutoProjectedGradientDescent(\n",
    "        estimator=classifier,\n",
    "        norm=norm,\n",
    "        eps=eps,\n",
    "        eps_step=eps_step,\n",
    "        max_iter=100,\n",
    "        targeted=False,\n",
    "        nb_random_init=5,\n",
    "        batch_size=batch_size,\n",
    "        loss_type=\"difference_logits_ratio\",\n",
    "        verbose=False,\n",
    "    )\n",
    ")\n",
    "attacks.append(DeepFool(classifier=classifier, max_iter=100, epsilon=1e-6, nb_grads=3, batch_size=batch_size, verbose=False,))\n",
    "sa = SquareAttack(estimator=classifier, norm=norm, max_iter=5000, eps=eps, p_init=0.8, nb_restarts=5, verbose=False,)\n",
    "\n",
    "attacks.append(sa)\n",
    "\n",
    "attack = AutoAttack(\n",
    "    estimator=classifier,\n",
    "    norm=norm,\n",
    "    eps=eps,\n",
    "    eps_step=eps_step,\n",
    "    attacks=attacks,\n",
    "    batch_size=batch_size,\n",
    "    estimator_orig=None,\n",
    "    targeted=True,\n",
    "    parallel=True,\n",
    ")\n",
    "\n",
    "x_train_mnist_adv = attack.generate(x=x_train_mnist, y=y_train_mnist)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Visualize the performance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAh8AAAFLCAYAAAB2qu6tAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy89olMNAAAACXBIWXMAAA9hAAAPYQGoP6dpAAA4UUlEQVR4nO3deVxU9f4/8NcAMuwIyJpsKi5JaGpycQOTJE1vWrlbYlYuqKGZ/rzmkpq4ZZbXxJYLZprFvaLlw9xA8WJqSqBpikCgJIsruywyn98ffp3LCAwzMJxheT0fj/N43Dmfz/mc95wbb9/zOZtMCCFAREREJBEDfQdARERErQuLDyIiIpIUiw8iIiKSFIsPIiIikhSLDyIiIpIUiw8iIiKSFIsPIiIikhSLDyIiIpIUiw8iIiKSFIsPUuHh4YHg4GDl5xMnTkAmk+HEiRM624dMJsOKFSt0Nh4RETUvLD6akMjISMhkMuViYmKCzp07Y/bs2cjNzdV3eFo5ePBgsywwKioq8PTTT0Mmk2Hjxo36DoeIqEUy0ncAVN3KlSvh6emJ0tJSxMfHY9u2bTh48CAuXboEMzMzSWMZNGgQHjx4AGNjY622O3jwILZu3VpjAfLgwQMYGTXN//S2bNmCGzdu6DsMIqIWjTMfTdCwYcMwefJkvPXWW4iMjERoaCjS09Oxf//+WrcpLi5ulFgMDAxgYmICAwPd/adiYmLSJIuPW7duYeXKlVi0aJG+QyEiatFYfDQDzz//PAAgPT0dABAcHAwLCwukpaVh+PDhsLS0xKRJkwAACoUCmzdvRvfu3WFiYgJHR0dMnz4d9+/fVxlTCIHVq1ejffv2MDMzw+DBg3H58uVq+67tmo+zZ89i+PDhsLGxgbm5OXx8fPDpp58q49u6dSsAqJxGeqymaz4SExMxbNgwWFlZwcLCAkOGDMGZM2dU+jw+LXXq1CnMnz8f9vb2MDc3x+jRo3H79m2Vvvn5+bh69Sry8/M1OcQAgP/3//4funTpgsmTJ2u8DRERaa/p/fykatLS0gAAdnZ2ynUPHz5EUFAQBgwYgI0bNypPx0yfPh2RkZGYOnUq5s6di/T0dPzzn/9EYmIiTp06hTZt2gAAli1bhtWrV2P48OEYPnw4fvvtNwwdOhTl5eV1xnP06FGMGDECzs7OePfdd+Hk5IQrV67gwIEDePfddzF9+nRkZWXh6NGj2LlzZ53jXb58GQMHDoSVlRUWLlyINm3aYPv27QgICEBcXBx8fX1V+s+ZMwc2NjZYvnw5MjIysHnzZsyePRvff/+9sk90dDSmTp2KiIgIlQtoa/Prr79ix44diI+PVymUiIhI91h8NEH5+fm4c+cOSktLcerUKaxcuRKmpqYYMWKEsk9ZWRnGjBmDsLAw5br4+Hh89dVX2LVrFyZOnKhcP3jwYLz44ouIiorCxIkTcfv2baxfvx4vvfQSfvrpJ+U/tkuWLMGaNWvUxlZZWYnp06fD2dkZSUlJaNu2rbJNCAEA8PPzQ+fOnXH06FGNZhE++OADVFRUID4+Hh06dAAAvPHGG+jSpQsWLlyIuLg4lf52dnY4cuSIMm6FQoHPPvsM+fn5sLa2rnN/TxJCYM6cORg3bhz8/PyQkZGh9RhERKQ5nnZpggIDA2Fvbw9XV1eMHz8eFhYWiI6OxlNPPaXSb+bMmSqfo6KiYG1tjRdeeAF37txRLr1794aFhQWOHz8OADh27BjKy8sxZ84clV/5oaGhdcaWmJiI9PR0hIaGqhQeAOo1Y1BZWYkjR45g1KhRysIDAJydnTFx4kTEx8ejoKBAZZt33nlHZV8DBw5EZWUlrl+/rlwXHBwMIYRGsx6RkZH4/fffsW7dOq3jJyIi7XHmownaunUrOnfuDCMjIzg6OqJLly7VLvg0MjJC+/btVdalpKQgPz8fDg4ONY5769YtAFD+I+3l5aXSbm9vDxsbG7WxPT4F5O3trfkXUuP27dsoKSlBly5dqrV169YNCoUCmZmZ6N69u3K9m5ubSr/HMT95XYsmCgoKsHjxYrz//vtwdXXVensiItIei48mqG/fvujTp4/aPnK5vFpBolAo4ODggF27dtW4jb29vc5i1CdDQ8Ma1z8+7aONjRs3ory8HOPGjVOebvnrr78APCpmMjIy4OLiovWtxkREVDsWHy1Ix44dcezYMfTv3x+mpqa19nN3dwfwaKak6qmO27dv1zl70LFjRwDApUuXEBgYWGs/TU/B2Nvbw8zMDMnJydXarl69CgMDg0adkbhx4wbu37+vMrPy2Jo1a7BmzRokJiaiZ8+ejRYDEVFrw2s+WpCxY8eisrISq1atqtb28OFD5OXlAXh0TUmbNm2wZcsWldmCzZs317mPXr16wdPTE5s3b1aO91jVsczNzQGgWp8nGRoaYujQodi/f7/KhZ65ubnYvXs3BgwYACsrqzrjepKmt9rOnTsX0dHRKsv27dsBPLpuJDo6Gp6enlrvn4iIaseZjxbE398f06dPR1hYGJKSkjB06FC0adMGKSkpiIqKwqefforXXnsN9vb2WLBgAcLCwjBixAgMHz4ciYmJ+Pnnn9GuXTu1+zAwMMC2bdswcuRI9OzZE1OnToWzszOuXr2Ky5cv4/DhwwCA3r17A3j0j3tQUBAMDQ0xfvz4GsdcvXo1jh49igEDBmDWrFkwMjLC9u3bUVZWhvXr19frWGh6q22vXr3Qq1cvlXWPi6Du3btj1KhR9do/ERHVjsVHCxMeHo7evXtj+/bt+Mc//gEjIyN4eHhg8uTJ6N+/v7Lf6tWrYWJigvDwcBw/fhy+vr44cuQIXnrppTr3ERQUhOPHj+PDDz/Exx9/DIVCgY4dO+Ltt99W9nnllVcwZ84c7NmzB99++y2EELUWH927d8d///tfLF68GGFhYVAoFPD19cW3335b7RkfRETU/MlEfa7SIyIiIqonXvNBREREkmLxQURERJJi8UFERESSYvFBREQAHr0z6s0334SbmxusrKzwt7/9DadPn9Z3WNQCsfggIiIAj54H5OHhgfj4eOTl5SE0NBQjR45EUVGRvkOjFobFBxFRC7V+/Xp07doVCoVCo/7m5uZYtmwZ3NzcYGBggPHjx8PY2LjGJxBTw4WHh8PNzQ1lZWX6DkVyLD5IKzKZDCtWrNB3GGoFBwfDwsJC32EQ6dRHH30EmUym8UsdCwoKsG7dOixatKjae6CAR29z7tq1K+bNm1frGCkpKbh37x46depU77irKisrw6JFi+Di4gJTU1P4+vri6NGjOt9em/3oc8zg4GCUl5crn6rcqgjSuT///FOEhIQILy8vYWpqKkxNTUW3bt3ErFmzxIULF/QdXoMAEMuXL6+13d/fXwCoc1E3hiaKi4vF8uXLxfHjx6u1TZkyRZibmzdo/Jrs2bNHTJo0SXTq1EkAEP7+/jrfB1FNMjMzhZmZmTA3Nxfdu3fXaJtPPvlEWFlZiQcPHlRrS0lJEXK5XCxbtkx06NChxu1LSkpE3759xYoVKxoUe1Xjx48XRkZGYsGCBWL79u3Cz89PGBkZif/+97863V6b/ehzTCGEWLhwoXB3dxcKhUKjY9BSsPjQsZ9++kmYmZkJKysrMXPmTBEeHi6++OILMX/+fOHh4SFkMpnIyMjQd5j1VlfhcOTIEbFz507lMnfuXAFA/OMf/1BZ39Ai7Pbt27XG0ljFh7+/v7CwsBCDBw8WNjY2LD5IMuPGjRPPP/+88Pf317j48PHxEZMnT66xbcmSJWLEiBFiy5YtwtfXt1p7eXm5eOmll8TEiRN19o/i2bNnBQCxYcMG5boHDx6Ijh07Cj8/P51tr81+9DnmY+fPnxcARExMTJ3HoCVh8aFDqampwtzcXHTr1k1kZWVVa6+oqBCffvqpuHHjhtpxioqKGivEBtN21iIqKkoAqHGGoiptv7M+io8bN26IyspKIYQQ3bt3Z/FBkoiLixOGhobi4sWLGhcff/75pwAgIiMja2z38fERX3zxhXjjjTfEjBkzVNoqKyvFuHHjxIgRI0RFRYVOvoMQQrz//vvC0NBQ5Ofnq6xfs2aNAFBnXtR0e232o88xq7K1tRVz585V+/1bGl7zoUPr169HcXExIiIi4OzsXK3dyMgIc+fOVXlF/OPrE9LS0jB8+HBYWlpi0qRJAIDi4mK89957cHV1hVwuR5cuXbBx40aVt8dmZGRAJpMhMjKy2v6evD5jxYoVkMlkSE1NRXBwMNq2bQtra2tMnToVJSUlKtuWlZVh3rx5sLe3h6WlJf7+97/jr7/+auARUo3jjz/+wMSJE2FjY4MBAwYAAAICAhAQEFBtm+DgYHh4eCi/s729PQDgww8/hEwmq/FalJs3b2LUqFGwsLBQvkyvsrJSpU92djauXr2KioqKOuN2dXWt8dw5UWOprKzEnDlz8NZbb+GZZ57ReLtffvkFAKq9NBEA7ty5g99//x3+/v44duwYhgwZotI+ffp0ZGdnIyoqCkZG1V//VVFRgTt37mi0VL3QNTExEZ07d672luq+ffsCAJKSktR+J02312Y/+hyzql69euHUqVM1fe0Wiy+W06EDBw6gU6dOWr8M7eHDhwgKCsKAAQOwceNGmJmZQQiBv//97zh+/DimTZuGnj174vDhw3j//fdx8+ZNfPLJJ/WOc+zYsfD09ERYWBh+++03fPXVV3BwcMC6deuUfd566y18++23mDhxIvr164fY2FiNXjqnjTFjxsDLywtr1qxRKajqYm9vj23btmHmzJkYPXo0XnnlFQCAj4+Psk9lZSWCgoLg6+uLjRs34tixY/j444/RsWNHzJw5U9lv8eLF2LFjB9LT05XFDVFTER4ejuvXr+PYsWNabXf16lUAgKenZ7W206dPo23btsjKykJxcbHK3/X169fx1VdfwcTEROUN1z///DMGDhwIADh16hQGDx6sURxV/66ys7Nr/FH2eF1WVpbasTTdXpv96HPMqjp06ICdO3dWW9+SsfjQkYKCAmRlZdX4Cva8vDw8fPhQ+dnc3BympqbKz2VlZRgzZgzCwsKU6/bv34/Y2FisXr0aS5YsAQCEhIRgzJgx+PTTTzF79mx07NixXrE+++yz+Prrr5Wf7969i6+//lpZfFy4cAHffvstZs2aha1btyr3PWnSJFy8eLFe+6xJjx49sHv3bq23Mzc3x2uvvYaZM2fCx8cHkydPrtantLQU48aNw9KlSwEAM2bMQK9evfD111+rFB9ETdXdu3exbNkyLF26VDnTp822RkZGNd71de7cOTzzzDMIDw/HpEmTVHKRu7t7nT8EevToofEdKk5OTsr//eDBA8jl8mp9TExMlO3qaLq9NvvR55hV2djY4MGDBygpKYGZmVm19paIxYeOFBQUAECNf+wBAQG4cOGC8vOGDRuwYMEClT5P/oN48OBBGBoaYu7cuSrr33vvPfz73//Gzz//jNmzZ9cr1hkzZqh8HjhwIKKjo1FQUAArKyscPHgQAKrtOzQ0tF7FgqZx6FpN3/PJXxeRkZE1nrIi0rcPPvgAtra2mDNnjk7HTU5OhqGhIfbv348//vhD6+1tbGwQGBio9XampqY1Ps+itLRU2a6L7bXZjz7HrOpxwSeTyaq1tVQsPnTE0tISAGp8EuD27dtRWFiI3NzcGn+lGxkZoX379irrrl+/DhcXF+W4j3Xr1k3ZXl9ubm4qn21sbAAA9+/fh5WVFa5fvw4DA4NqMytdunSp9z5rUtOUsK6YmJhU+7VoY2OD+/fvN9o+iXQlJSUFX3zxBTZv3qwyTV9aWoqKigpkZGTAysoKtra2NW5vZ2eHhw8forCwsFoOuXPnDk6ePInXX3+9Xn+D5eXluHfvnkZ97e3tYWhoCODRaYebN29W65OdnQ0AcHFxUTuWpttrsx99jlnV/fv3YWZmVmcB1pLw6jkdsba2hrOzMy5dulStzdfXF4GBgejfv3+N28rl8npfyFhbpfzkhZVVPU4GT9LmugtdqOkPrT7fpya1fUei5uDmzZtQKBSYO3cuPD09lcvZs2dx7do1eHp6YuXKlbVu37VrVwCPrrl4koGBAeRyOVavXl2v2H755Rc4OztrtGRmZiq369mzJ65du6acJX7s7NmzynZ1NN1em/3oc8yq0tPTlT8sWwsWHzr00ksvITU1Fb/++muDx3J3d0dWVhYKCwtV1j++kMzd3R3A/2Yt8vLyVPo1ZGbE3d0dCoUCaWlpKuuleMSyjY1Nte8CVP8+rWl6klofb29vREdHV1u6d+8ONzc3REdHY9q0abVu7+fnBwA4f/68ynohBO7fv4833ngDTz31VL1ie3zNhyZL1Ws+XnvtNVRWVuKLL75QrisrK0NERAR8fX2VdwGWlJTg6tWruHPnjsp+Nd1e0376HrOq3377Df369avr0LcserzNt8W5du2aMDMzE927dxc5OTnV2h/fe1/14TO1PZNi3759AoBYs2aNyvpx48YJmUwmUlNTlevatWsnRo8erdLvvffeq/YcjOXLlwsA4vbt2yp9IyIiBACRnp4uhBAiMTFRABCzZs1S6Tdx4kSdPOejtjiEEGLBggVCLpeLW7duKdclJSUJAwMD4e7urlxXUlIiAIh333232hi1HdPH+60qKytLXLlyRZSXl2v8nYTgcz5IP7R5yJi3t7eYMGGCyrrt27cLQ0ND0bt3b1FZWSkWLVokoqKiGiPUGo0ZM0YYGRmJ999/X2zfvl3069dPGBkZibi4OGWf48eP15pnNNlem376HlOI/z1k7NixY5oexhaB13zokJeXF3bv3o0JEyagS5cumDRpEnr06AEhBNLT07F7924YGBhUu76jJiNHjsTgwYOxZMkSZGRkoEePHjhy5Aj279+P0NBQlesx3nrrLaxduxZvvfUW+vTpg5MnT+LatWv1/h49e/bEhAkT8PnnnyM/Px/9+vVDTEwMUlNT6z2mpt58801s2rQJQUFBmDZtGm7duoXw8HB0795dZRrT1NQUTz/9NL7//nt07twZtra28Pb21vi9F49pc6vtyZMncfLkSQDA7du3UVxcrJy6HjRoEAYNGqTdlyVqRG+++SaWLVuGBw8ewNTUFKWlpTh48CAOHDigvO18+PDhGD16tGQxffPNN1i6dCl27tyJ+/fvw8fHBwcOHND4b0fT7bXZjz7HBICoqCi4ubnh+eef1+gYtBj6rn5aotTUVDFz5kzRqVMnYWJiIkxNTUXXrl3FjBkzRFJSkkpfdU/jLCwsFPPmzRMuLi6iTZs2wsvLS2zYsKHa445LSkrEtGnThLW1tbC0tBRjx44Vt27dqvfMhxCPHgc8d+5cYWdnJ8zNzcXIkSNFZmZmo898CCHEt99+Kzp06CCMjY1Fz549xeHDh8WUKVNUZj6EEOKXX34RvXv3FsbGxipxaTPzMWXKlGrfvTaPt69paei7aoh0LS8vT9ja2oqvvvpK36FQLUpLS4WTk5PYvHmzvkORnEwIia8yJCIiSaxbtw4RERH4448/+HTeJig8PBxr1qxBSkpKjc8GaclYfBAREZGkWAoTERGRpFh8EBERkaRYfBAREZGkWHwQERGRpJrccz4UCgWysrJgaWnJp1gS6YkQAoWFhXBxcWk2d0kwdxDplzZ5o8kVH1lZWTU+fpaIpJeZmanRQ/GaAuYOoqZBk7zRaMXH1q1bsWHDBuTk5KBHjx7YsmUL+vbtW+d2j9/AOADDYYQ2jRUeEanxEBWIx8Fqb0RtbPXNGwBzB5G+aZM3GqX4+P777zF//nyEh4fD19cXmzdvRlBQEJKTk+Hg4KB228fTpUZoAyMZEwiRXvzf03+kPH3RkLwBMHcQ6Z0WeaNRTuZu2rQJb7/9NqZOnYqnn34a4eHhMDMzw7/+9a9qfcvKylBQUKCyEFHro03eAJg7iJoznRcf5eXlSEhIQGBg4P92YmCAwMBAnD59ulr/sLAwWFtbKxeesyVqfbTNGwBzB1FzpvPi486dO6isrISjo6PKekdHR+Tk5FTrv3jxYuTn5yuXzMxMXYdERE2ctnkDYO4gas70freLXC5vdS/UIaKGY+4gar50PvPRrl07GBoaIjc3V2V9bm4unJycdL07ImoBmDeIWhedFx/Gxsbo3bs3YmJilOsUCgViYmLg5+en690RUQvAvEHUujTKaZf58+djypQp6NOnD/r27YvNmzejuLgYU6dObYzdEVELwLxB1Ho0SvExbtw43L59G8uWLUNOTg569uyJQ4cOVbuYjIjoMeYNotZDJoQQ+g6iqoKCAlhbWyMAL/NBQUR68lBU4AT2Iz8/H1ZWVvoORyPMHUT6pU3eaB5vjCIiIqIWg8UHERERSYrFBxEREUmKxQcRERFJisUHERERSYrFBxEREUmKxQcRERFJisUHERERSYrFBxEREUmKxQcRERFJisUHERERSYrFBxEREUmKxQcRERFJisUHERERSYrFBxEREUmKxQcRERFJisUHERERSYrFBxEREUmKxQcRERFJisUHERERSYrFBxEREUmKxQcRERFJisUHERERSYrFBxEREUmKxQcRERFJisUHERERSYrFBxEREUmKxQcRERFJykjfARA1hrQNfmrbr0z8p9r2NjJDte2DZr1TZwym+36tsw8RNS3MHdLQ+czHihUrIJPJVJauXbvqejdE1IIwbxC1Lo0y89G9e3ccO3bsfzsx4gQLEanHvEHUejTKX7eRkRGcnJwaY2giaqGYN4haj0a54DQlJQUuLi7o0KEDJk2ahBs3btTat6ysDAUFBSoLEbU+2uQNgLmDqDnTefHh6+uLyMhIHDp0CNu2bUN6ejoGDhyIwsLCGvuHhYXB2tpaubi6uuo6JCJq4rTNGwBzB1FzpvPiY9iwYRgzZgx8fHwQFBSEgwcPIi8vDz/88EON/RcvXoz8/HzlkpmZqeuQiKiJ0zZvAMwdRM1Zo1/R1bZtW3Tu3Bmpqak1tsvlcsjl8sYOg4iakbryBsDcQdScNXrxUVRUhLS0NLz++uuNvStqRXLm9VPbfmLcerXtFcK4YQGIhm1O6jFvUGNh7mgadH7aZcGCBYiLi0NGRgZ++eUXjB49GoaGhpgwYYKud0VELQTzBlHrovOZj7/++gsTJkzA3bt3YW9vjwEDBuDMmTOwt7fX9a6IqIVg3iBqXXRefOzZs0fXQxJRC8e8QdS68MVyREREJCkWH0RERCQpFh9EREQkKRYfREREJCm+NpKapSJXhdp2W4MG3otPRC0Sc0fTwJkPIiIikhSLDyIiIpIUiw8iIiKSFIsPIiIikhSLDyIiIpIUiw8iIiKSFIsPIiIikhSLDyIiIpIUHzJGTVLRGF+17f8Z/WkdI8jUtobndVXbfmxsH7Xt5tcv17F/QP2jjIioMTB3NA+c+SAiIiJJsfggIiIiSbH4ICIiIkmx+CAiIiJJsfggIiIiSbH4ICIiIkmx+CAiIiJJ8TkfpBelI/qqbV8e9i+17Z3bqL8Xvy47vnxRbbvTH780aHwiahzMHS0DZz6IiIhIUiw+iIiISFIsPoiIiEhSLD6IiIhIUiw+iIiISFIsPoiIiEhSLD6IiIhIUlo/5+PkyZPYsGEDEhISkJ2djejoaIwaNUrZLoTA8uXL8eWXXyIvLw/9+/fHtm3b4OXlpcu4qZnLnlyqtn2wqfp2wFBt65SMQLXtTp/yXnwpMW+QrjB3tAxaz3wUFxejR48e2Lp1a43t69evx2effYbw8HCcPXsW5ubmCAoKQmlpXf9BEFFLxbxBRFVpPfMxbNgwDBs2rMY2IQQ2b96MDz74AC+//DIA4JtvvoGjoyP27duH8ePHNyxaImqWmDeIqCqdXvORnp6OnJwcBAb+b9rK2toavr6+OH36dI3blJWVoaCgQGUhotajPnkDYO4gas50Wnzk5OQAABwdHVXWOzo6KtueFBYWBmtra+Xi6uqqy5CIqImrT94AmDuImjO93+2yePFi5OfnK5fMzEx9h0REzQBzB1HzpdPiw8nJCQCQm5ursj43N1fZ9iS5XA4rKyuVhYhaj/rkDYC5g6g502nx4enpCScnJ8TExCjXFRQU4OzZs/Dz89PlroiohWDeIGp9tL7bpaioCKmpqcrP6enpSEpKgq2tLdzc3BAaGorVq1fDy8sLnp6eWLp0KVxcXFTu6aeWz6j9U2rbLw+MUNteISrVtl+pUL//G5s6q203x1n1A5BOMW+Qppg7Wgeti4/z589j8ODBys/z588HAEyZMgWRkZFYuHAhiouL8c477yAvLw8DBgzAoUOHYGJioruoiahZYd4goqq0Lj4CAgIghKi1XSaTYeXKlVi5cmWDAiOiloN5g4iq0vvdLkRERNS6sPggIiIiSbH4ICIiIkmx+CAiIiJJsfggIiIiSWl9twsRABh276K2vc/uS426/3F756pt7/ifM426fyKqH+YOAjjzQURERBJj8UFERESSYvFBREREkmLxQURERJJi8UFERESSYvFBREREkmLxQURERJLicz6oXq7/3U5t+7/tEusYwVBt68S0kWrbO69NU9teWcfeiUg/mDsI4MwHERERSYzFBxEREUmKxQcRERFJisUHERERSYrFBxEREUmKxQcRERFJisUHERERSYrP+aAa3Zvqp7Y9esaGOkZoo7Z1Rqa/2vaKKXK17ZW3b9SxfyLSB+YO0gRnPoiIiEhSLD6IiIhIUiw+iIiISFIsPoiIiEhSLD6IiIhIUiw+iIiISFIsPoiIiEhSWj/n4+TJk9iwYQMSEhKQnZ2N6OhojBo1StkeHByMHTt2qGwTFBSEQ4cONThY0h3D7l3Utv+y+p91jGDSoP2f/stDbbtrxqUGjU9NC/NGy8HcQbqg9cxHcXExevToga1bt9ba58UXX0R2drZy+e677xoUJBE1b8wbRFSV1jMfw4YNw7Bhw9T2kcvlcHJyqndQRNSyMG8QUVWNcs3HiRMn4ODggC5dumDmzJm4e/durX3LyspQUFCgshBR66NN3gCYO4iaM50XHy+++CK++eYbxMTEYN26dYiLi8OwYcNQWVlZY/+wsDBYW1srF1dXV12HRERNnLZ5A2DuIGrOdP5iufHjxyv/9zPPPAMfHx907NgRJ06cwJAhQ6r1X7x4MebPn6/8XFBQwCRC1MpomzcA5g6i5qzRb7Xt0KED2rVrh9TU1Brb5XI5rKysVBYiat3qyhsAcwdRc9boxcdff/2Fu3fvwtnZubF3RUQtBPMGUcum9WmXoqIilV8j6enpSEpKgq2tLWxtbfHhhx/i1VdfhZOTE9LS0rBw4UJ06tQJQUFBOg2cGubaP8zUtleI2s+164LbWvXtolH3TlJj3mg5mDtIF7QuPs6fP4/BgwcrPz8+5zplyhRs27YNFy9exI4dO5CXlwcXFxcMHToUq1atglwu113URNSsMG8QUVVaFx8BAQEQovba8vDhww0KiIhaHuYNIqqK73YhIiIiSbH4ICIiIkmx+CAiIiJJsfggIiIiSbH4ICIiIknp/PHq1DQo/J9V2766z75G3f8Ll8arbbc4f6lR909E9cPcQVLgzAcRERFJisUHERERSYrFBxEREUmKxQcRERFJisUHERERSYrFBxEREUmKxQcRERFJis/5aKE+ivxCbbt3m9rfMKqJBdmD1LZbT7ivtr2yQXsnosbC3EFS4MwHERERSYrFBxEREUmKxQcRERFJisUHERERSYrFBxEREUmKxQcRERFJisUHERERSYrP+WihnjVWX1dWiIbdLX86opfadof7vzRofCLSD+YOkgJnPoiIiEhSLD6IiIhIUiw+iIiISFIsPoiIiEhSLD6IiIhIUiw+iIiISFIsPoiIiEhSfM5HM5X5b2+17W1kSY26f+cTd9S2N+xJAETUWJg7qCnQauYjLCwMzz33HCwtLeHg4IBRo0YhOTlZpU9paSlCQkJgZ2cHCwsLvPrqq8jNzdVp0ETUvDB3EFFVWhUfcXFxCAkJwZkzZ3D06FFUVFRg6NChKC4uVvaZN28efvrpJ0RFRSEuLg5ZWVl45ZVXdB44ETUfzB1EVJVWp10OHTqk8jkyMhIODg5ISEjAoEGDkJ+fj6+//hq7d+/G888/DwCIiIhAt27dcObMGfztb3+rNmZZWRnKysqUnwsKCurzPYioCWPuIKKqGnTBaX5+PgDA1tYWAJCQkICKigoEBgYq+3Tt2hVubm44ffp0jWOEhYXB2tpaubi6ujYkJCJqBpg7iFq3ehcfCoUCoaGh6N+/P7y9H13AlJOTA2NjY7Rt21alr6OjI3JycmocZ/HixcjPz1cumZmZ9Q2JiJoB5g4iqvfdLiEhIbh06RLi4+MbFIBcLodcLm/QGETUfDB3EFG9Zj5mz56NAwcO4Pjx42jfvr1yvZOTE8rLy5GXl6fSPzc3F05OTg0KlIiaP+YOIgK0nPkQQmDOnDmIjo7GiRMn4OnpqdLeu3dvtGnTBjExMXj11VcBAMnJybhx4wb8/Px0F3UroPB/Vm375p7fqm2vEOrvls9XlKptf+7nULXtXa//obadqCrmDukwd1BzoFXxERISgt27d2P//v2wtLRUnou1traGqakprK2tMW3aNMyfPx+2trawsrLCnDlz4OfnV+PV6kTUOjB3EFFVWhUf27ZtAwAEBASorI+IiEBwcDAA4JNPPoGBgQFeffVVlJWVISgoCJ9//rlOgiWi5om5g4iq0vq0S11MTEywdetWbN26td5BEVHLwtxBRFXxxXJEREQkKRYfREREJCkWH0RERCQpFh9EREQkKRYfREREJKl6P16dGleprbHa9gEmxWrbAUO1rYdL3NS2d37nnNp2RR17JyL9YO6g5oAzH0RERCQpFh9EREQkKRYfREREJCkWH0RERCQpFh9EREQkKRYfREREJCkWH0RERCQpFh9EREQkKRYfREREJCkWH0RERCQpFh9EREQkKRYfREREJCkWH0RERCQpFh9EREQkKRYfREREJCkjfQdANbNKylHbPuev59W2h7vG6TIcImommDuoOeDMBxEREUmKxQcRERFJisUHERERSYrFBxEREUmKxQcRERFJisUHERERSYrFBxEREUlKq+d8hIWFYe/evbh69SpMTU3Rr18/rFu3Dl26dFH2CQgIQFyc6n3i06dPR3h4uG4ibiUepl9X2/7X39RvPwK9dRgNUcMwd0iHuYOaA61mPuLi4hASEoIzZ87g6NGjqKiowNChQ1FcXKzS7+2330Z2drZyWb9+vU6DJqLmhbmDiKrSaubj0KFDKp8jIyPh4OCAhIQEDBo0SLnezMwMTk5OuomQiJo95g4iqqpB13zk5+cDAGxtbVXW79q1C+3atYO3tzcWL16MkpKSWscoKytDQUGBykJELRtzB1HrVu93uygUCoSGhqJ///7w9vZWrp84cSLc3d3h4uKCixcvYtGiRUhOTsbevXtrHCcsLAwffvhhfcMgomaGuYOIZEIIUZ8NZ86ciZ9//hnx8fFo3759rf1iY2MxZMgQpKamomPHjtXay8rKUFZWpvxcUFAAV1dXBOBlGMna1Cc0Imqgh6ICJ7Af+fn5sLKy0unYzB1ELZM2eaNeMx+zZ8/GgQMHcPLkSbXJAwB8fX0BoNYEIpfLIZfL6xMGETUzzB1EBGhZfAghMGfOHERHR+PEiRPw9PSsc5ukpCQAgLOzc70CJKLmj7mDiKrSqvgICQnB7t27sX//flhaWiInJwcAYG1tDVNTU6SlpWH37t0YPnw47OzscPHiRcybNw+DBg2Cj49Po3wBImr6mDuIqCqtrvmQyWQ1ro+IiEBwcDAyMzMxefJkXLp0CcXFxXB1dcXo0aPxwQcfaHzeuKCgANbW1jxvS6RHur7mg7mDqOVrtGs+6qpTXF1dqz2hkIiIuYOIquK7XYiIiEhSLD6IiIhIUiw+iIiISFIsPoiIiEhSLD6IiIhIUiw+iIiISFIsPoiIiEhSLD6IiIhIUiw+iIiISFIsPoiIiEhSLD6IiIhIUiw+iIiISFJavVhOCo9fQPUQFYDG79slIl16iAoAdb8Qrilh7iDSL23yRpMrPgoLCwEA8Tio50iIqLCwENbW1voOQyPMHURNgyZ5Qyaa2E8bhUKBrKwsWFpaQiaToaCgAK6ursjMzISVlZW+w2uWeAwbpjUePyEECgsL4eLiAgOD5nF2lrlDt3j8Gq61HUNt8kaTm/kwMDBA+/btq623srJqFf/nNSYew4Zpbcevucx4PMbc0Th4/BquNR1DTfNG8/hJQ0RERC0Giw8iIiKSVJMvPuRyOZYvXw65XK7vUJotHsOG4fFrnvj/W8Pw+DUcj2HtmtwFp0RERNSyNfmZDyIiImpZWHwQERGRpFh8EBERkaRYfBAREZGkmnzxsXXrVnh4eMDExAS+vr749ddf9R1Sk3Xy5EmMHDkSLi4ukMlk2Ldvn0q7EALLli2Ds7MzTE1NERgYiJSUFP0E2wSFhYXhueeeg6WlJRwcHDBq1CgkJyer9CktLUVISAjs7OxgYWGBV199Fbm5uXqKmGrDvKE55o2GYd6onyZdfHz//feYP38+li9fjt9++w09evRAUFAQbt26pe/QmqTi4mL06NEDW7durbF9/fr1+OyzzxAeHo6zZ8/C3NwcQUFBKC0tlTjSpikuLg4hISE4c+YMjh49ioqKCgwdOhTFxcXKPvPmzcNPP/2EqKgoxMXFISsrC6+88ooeo6YnMW9oh3mjYZg36kk0YX379hUhISHKz5WVlcLFxUWEhYXpMarmAYCIjo5WflYoFMLJyUls2LBBuS4vL0/I5XLx3Xff6SHCpu/WrVsCgIiLixNCPDpebdq0EVFRUco+V65cEQDE6dOn9RUmPYF5o/6YNxqOeUMzTXbmo7y8HAkJCQgMDFSuMzAwQGBgIE6fPq3HyJqn9PR05OTkqBxPa2tr+Pr68njWIj8/HwBga2sLAEhISEBFRYXKMezatSvc3Nx4DJsI5g3dYt7QHvOGZpps8XHnzh1UVlbC0dFRZb2joyNycnL0FFXz9fiY8XhqRqFQIDQ0FP3794e3tzeAR8fQ2NgYbdu2VenLY9h0MG/oFvOGdpg3NNfk3mpL1BSEhITg0qVLiI+P13coRNRMMG9orsnOfLRr1w6GhobVrgjOzc2Fk5OTnqJqvh4fMx7Pus2ePRsHDhzA8ePHVV7R7uTkhPLycuTl5an05zFsOpg3dIt5Q3PMG9ppssWHsbExevfujZiYGOU6hUKBmJgY+Pn56TGy5snT0xNOTk4qx7OgoABnz57l8fw/QgjMnj0b0dHRiI2Nhaenp0p779690aZNG5VjmJycjBs3bvAYNhHMG7rFvFE35o160vcVr+rs2bNHyOVyERkZKf744w/xzjvviLZt24qcnBx9h9YkFRYWisTERJGYmCgAiE2bNonExERx/fp1IYQQa9euFW3bthX79+8XFy9eFC+//LLw9PQUDx480HPkTcPMmTOFtbW1OHHihMjOzlYuJSUlyj4zZswQbm5uIjY2Vpw/f174+fkJPz8/PUZNT2Le0A7zRsMwb9RPky4+hBBiy5Ytws3NTRgbG4u+ffuKM2fO6DukJuv48eMCQLVlypQpQohHt80tXbpUODo6CrlcLoYMGSKSk5P1G3QTUtOxAyAiIiKUfR48eCBmzZolbGxshJmZmRg9erTIzs7WX9BUI+YNzTFvNAzzRv3IhBBCunkWIiIiau2a7DUfRERE1DKx+CAiIiJJsfggIiIiSbH4ICIiIkmx+CAiIiJJsfggIiIiSbH4ICIiIkmx+CAiIiJJsfggrWRkZEAmkyEpKUnjbSIjI6u9TlofcRBR45HJZNi3bx+A+v19BgQEIDQ0tFFiawzBwcEYNWqUvsNotlh8tFKZmZl488034eLiAmNjY7i7u+Pdd9/F3bt31W7n6uqK7OxseHt7a7yvcePG4dq1aw0NmYjqEBwcDJlMBplMBmNjY3Tq1AkrV67Ew4cP9R2aJDw8PLB582aVdY3x44cajsVHK/Tnn3+iT58+SElJwXfffYfU1FSEh4cr3/x57969GrcrLy+HoaEhnJycYGRkpPH+TE1N4eDgoKvwiUiNF198EdnZ2UhJScF7772HFStWYMOGDfUaq7KyEgqFQscRErH4aJVCQkJgbGyMI0eOwN/fH25ubhg2bBiOHTuGmzdvYsmSJQAe/YpYtWoV3njjDVhZWeGdd96pcTr1xx9/hJeXF0xMTDB48GDs2LEDMpkMeXl5AKr/8lixYgV69uyJnTt3wsPDA9bW1hg/fjwKCwuVfQ4dOoQBAwagbdu2sLOzw4gRI5CWlibF4SFq1uRyOZycnODu7o6ZM2ciMDAQP/74IwBg06ZNeOaZZ2Bubg5XV1fMmjULRUVFym0f/63++OOPePrppyGXy3Hjxg2cO3cOL7zwAtq1awdra2v4+/vjt99+0yquS5cuYdiwYbCwsICjoyNef/113LlzR+Pt09LS8PLLL8PR0REWFhZ47rnncOzYMWV7QEAArl+/jnnz5ilnf06cOIGpU6ciPz9fuW7FihUAgJ07d6JPnz6wtLSEk5MTJk6ciFu3bqns8/LlyxgxYgSsrKxgaWmJgQMH1pqHzp07B3t7e6xbt06r49JasfhoZe7du4fDhw9j1qxZMDU1VWlzcnLCpEmT8P333+Px+wY3btyIHj16IDExEUuXLq02Xnp6Ol577TWMGjUKFy5cwPTp05XFizppaWnYt28fDhw4gAMHDiAuLg5r165VthcXF2P+/Pk4f/48YmJiYGBggNGjR/NXGJGWTE1NUV5eDgAwMDDAZ599hsuXL2PHjh2IjY3FwoULVfqXlJRg3bp1+Oqrr3D58mU4ODigsLAQU6ZMQXx8PM6cOQMvLy8MHz5c5QeDOnl5eXj++efx7LPP4vz58zh06BByc3MxduxYjb9HUVERhg8fjpiYGCQmJuLFF1/EyJEjcePGDQDA3r170b59e6xcuRLZ2dnIzs5Gv379sHnzZlhZWSnXLViwAABQUVGBVatW4cKFC9i3bx8yMjIQHBys3N/NmzcxaNAgyOVyxMbGIiEhAW+++WaNp7BiY2Pxwgsv4KOPPsKiRYs0/k6tmp7fqksSO3PmjAAgoqOja2zftGmTACByc3OFu7u7GDVqlEp7enq6ACASExOFEEIsWrRIeHt7q/RZsmSJACDu378vhBAiIiJCWFtbK9uXL18uzMzMREFBgXLd+++/L3x9fWuN+/bt2wKA+P3332uMg4iEmDJlinj55ZeFEEIoFApx9OhRIZfLxYIFC2rsHxUVJezs7JSfIyIiBACRlJSkdj+VlZXC0tJS/PTTT8p1VfPKk3+fq1atEkOHDlUZIzMzUwAQycnJQggh/P39xbvvvqvFtxWie/fuYsuWLcrP7u7u4pNPPlHp82T+qc25c+cEAFFYWCiEEGLx4sXC09NTlJeX19j/8bHeu3evsLCwEHv27NEq9taOMx+tlPi/mY269OnTR217cnIynnvuOZV1ffv2rXNcDw8PWFpaKj87OzurTHmmpKRgwoQJ6NChA6ysrODh4QEAyl85RFSzAwcOwMLCAiYmJhg2bBjGjRunPNVw7NgxDBkyBE899RQsLS3x+uuv4+7duygpKVFub2xsDB8fH5Uxc3Nz8fbbb8PLywvW1tawsrJCUVGRxn+PFy5cwPHjx2FhYaFcunbtCgAan04tKirCggUL0K1bN7Rt2xYWFha4cuVKvXNCQkICRo4cCTc3N1haWsLf3x/A/3JMUlISBg4ciDZt2tQ6xtmzZzFmzBjs3LkT48aNq1ccrZXmVw1Si9CpUyfIZDJcuXIFo0ePrtZ+5coV2NjYwN7eHgBgbm7eKHE8+Qctk8lUTqmMHDkS7u7u+PLLL+Hi4gKFQgFvb2/l9DER1Wzw4MHYtm0bjI2N4eLiorw4PCMjAyNGjMDMmTPx0UcfwdbWFvHx8Zg2bRrKy8thZmYG4NFpGplMpjLmlClTcPfuXXz66adwd3eHXC6Hn5+fxn+PRUVFGDlyZI3XQzg7O2s0xoIFC3D06FFs3LgRnTp1gqmpKV577bV65YTi4mIEBQUhKCgIu3btgr29PW7cuIGgoCDleE+elq5Jx44dYWdnh3/961946aWX1BYqpIrFRytjZ2eHF154AZ9//jnmzZun8geWk5ODXbt24Y033qiWfGrTpUsXHDx4UGXduXPnGhTj3bt3kZycjC+//BIDBw4EAMTHxzdoTKLWwtzcHJ06daq2PiEhAQqFAh9//DEMDB5Nev/www8ajXnq1Cl8/vnnGD58OIBHt+prc7For1698J///AceHh5a3Sn3ZAzBwcHKH01FRUXIyMhQ6WNsbIzKyso61129ehV3797F2rVr4erqCgA4f/68Sh8fHx/s2LEDFRUVtRYV7dq1w969exEQEICxY8fihx9+YAGiIZ52aYX++c9/oqysDEFBQTh58iQyMzNx6NAhvPDCC3jqqafw0UcfaTzW9OnTcfXqVSxatAjXrl3DDz/8gMjISADQuIB5ko2NDezs7PDFF18gNTUVsbGxmD9/fr3GIqJHOnXqhIqKCmzZsgV//vkndu7cifDwcI229fLyws6dO3HlyhWcPXsWkyZN0mhm4LGQkBDcu3cPEyZMwLlz55CWlobDhw9j6tSp1QoDdTHs3bsXSUlJuHDhAiZOnFjtAnQPDw+cPHkSN2/eVBZHHh4eKCoqQkxMDO7cuYOSkhK4ubnB2NhYeSx+/PFHrFq1SmWs2bNno6CgAOPHj8f58+eRkpKCnTt3Ijk5WaWfg4MDYmNjcfXqVUyYMKHVPFOloVh8tEJeXl44f/48OnTogLFjx6Jjx4545513MHjwYJw+fRq2trYaj+Xp6Yl///vf2Lt3L3x8fLBt2zbl3S5yubxe8RkYGGDPnj1ISEiAt7c35s2bV+/nFBDRIz169MCmTZuwbt06eHt7Y9euXQgLC9No26+//hr3799Hr1698Prrr2Pu3LlaPbvHxcUFp06dQmVlJYYOHYpnnnkGoaGhaNu2rXIWpi6bNm2CjY0N+vXrh5EjRyIoKAi9evVS6bNy5UpkZGSgY8eOylPH/fr1w4wZMzBu3DjY29tj/fr1sLe3R2RkJKKiovD0009j7dq12Lhxo8pYdnZ2iI2NRVFREfz9/dG7d298+eWXNc5sODk5ITY2Fr///jsmTZqkcUHVmsmEplceEmnoo48+Qnh4ODIzM/UdChERNUG85oMa7PPPP8dzzz0HOzs7nDp1Chs2bMDs2bP1HRYRETVRLD6owVJSUrB69Wrcu3cPbm5ueO+997B48WJ9h0VERE0UT7sQERGRpHjBKREREUmKxQcRERFJisUHERERSYrFBxEREUmKxQcRERFJisUHERERSYrFBxEREUmKxQcRERFJ6v8Daj5rnVn/xFYAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "labels = [0,1,2,3,4,5,6,7,8,9]\n",
    "\n",
    "for i in range(len(x_train_mnist)):\n",
    "    f, ax = plt.subplots(1,2)\n",
    "\n",
    "    perturbation = np.linalg.norm(x_train_mnist[[i]] - x_train_mnist_adv[[i]])\n",
    "\n",
    "    ax[0].set_title(f'Prediction: {labels[np.argmax(classifier.predict(x_train_mnist[i]))]}\\nGround Truth: {labels[np.argmax(y_train_mnist[[i]])]} ')\n",
    "    ax[0].imshow(x_train_mnist[i].transpose(1,2,0))\n",
    "    ax[0].set_xlabel('Original')\n",
    "\n",
    "    ax[1].set_title(f'{labels[np.argmax(classifier.predict(x_train_mnist_adv[i]))]} ($\\\\ell ^{2}$={perturbation:.5f})')\n",
    "    ax[1].imshow(x_train_mnist_adv[i].transpose(1,2,0))\n",
    "    ax[1].set_xlabel('Parallel attack')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
